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      "title": "AgentTune: A Unified Training Lifecycle for Tool-Using LLM Agents",
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      "id": "2610.13334",
      "title": "PDE-PFN: Prior-Data Fitted Neural PDE Solver",
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      "id": "2610.13330",
      "title": "Masked Diffusion Language Agents for Tool-Integrated Chemical Reasoning",
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    {
      "id": "2610.13325",
      "title": "Taking Tokenization off the Host for Agentic LLM Serving",
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      "id": "2610.13321",
      "title": "Host-Aware Web Crawling for LLM Pretraining Data",
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    {
      "id": "2610.13296",
      "title": "PRIME: Pre-Retrieval Index Modeling Enhancement for Structured Document Retrieval-Real",
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    {
      "id": "2610.13285",
      "title": "BoundaryEvo: Data-Model Co-Evolution at the Capability Boundary for Long-Chain Reasoning Distillation",
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      "id": "2610.13276",
      "title": "CopRoute: Dependence-Aware Conformal Routing for Language Models",
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      "id": "2610.13273",
      "title": "Agent4Spec: An LLM-based Agentic System to Optimize API Specifications through Automated Validation and Market Analysis",
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      "title": "OWLET: On-Policy Weighted Learning via Evidence Transfer for Video Large Language Model Post-Training",
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      "id": "2610.13267",
      "title": "Forgetting is Not Always Bad: A Neuro-Inspired Memory Repair Mechanism for Poisoned LLM Agents",
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      "title": "SheafPrune: Sheaf-Guided Graph Propagation for Visual Token Pruning",
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      "id": "2610.13262",
      "title": "Dual-Stream Memory for Vision-Language-Action Policies",
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      "id": "2610.13261",
      "title": "Data-Adaptive Mahalanobis Metric Learning for Cross-Head Attention in Transformers",
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      "id": "2610.13259",
      "title": "Beyond a Single Crop: Contextualized Embeddings for Player Re-Identification",
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    {
      "id": "2610.13257",
      "title": "CAST: Credit Alignment for Cross-Tokenizer On-Policy Distillation",
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      "id": "2610.13253",
      "title": "Tabular Foundation Models Are Effectively Shallow",
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      "id": "2610.13252",
      "title": "Vision Transformers Learn Word Meaning from Images Alone",
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      "id": "2610.13239",
      "title": "Jag: Direct Box Prediction for Efficient Visual Grounding",
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      "id": "2610.13227",
      "title": "Understanding and Mitigating Cross-Session Attacks via Persistent Artifacts in Agent Skill Composition",
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      "id": "2610.13208",
      "title": "How Much Computation Does Every Forecast Need? Structured Block Skipping in Two Time-Series Foundation Models",
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      "id": "2610.13202",
      "title": "S$^3$R: Fast and Faithful RL Rollouts via Self-Sparse Speculative Decoding",
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    {
      "id": "2610.13194",
      "title": "Janus: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models",
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      "id": "2610.13172",
      "title": "RoleWorld: Knowledge Transfer in World Modeling with Functional Role Abstractions",
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      "id": "2610.13166",
      "title": "Scaling Agentic Data for Long-Horizon Terminal Intelligence",
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      "id": "2610.13154",
      "title": "From Glance to Focus: Mitigating Recognition Laziness in MLLMs for Fine-Grained Recognition",
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      "id": "2610.13152",
      "title": "Quality, Not Just Outcome: A Structural Scoring Framework for Selecting Coding-Agent Trajectories for Supervised Fine-Tuning",
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      "id": "2610.13144",
      "title": "Competence-Aware Orchestration for LLM-Based Multi-Agent Systems",
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      "id": "2610.13143",
      "title": "Measurable Semantic 3D Gaussian Splatting with Joint Region and Depth Supervision for Interactive Building Inspection",
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      "id": "2610.13128",
      "title": "Locate, Judge, Read: Role-Specialized Tool Agents over a Knowledge-Point Index for Open-Domain Multimodal Document QA",
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      "id": "2610.13116",
      "title": "DRYLAB-Bench: Benchmarking the Biosecurity Risk of Agentic LLM Mutation Design",
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      "id": "2610.13111",
      "title": "What Do Visual-Head Discovery Scores Actually Find? Attention Source, Necessity, and Random-Control Pitfalls in Vision-Language Models",
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      "id": "2610.13106",
      "title": "Scaling RNA Foundation Models through Iterative Refinement",
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    {
      "id": "2610.13102",
      "title": "From 2.1M Hours of Raw Broadcast Audio to Finnish Speech SSL: Confidence Filtering and Architectural Analysis at Scale",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.13092",
      "title": "When Faster Decisions Do Not Make Better Agents: An Empirical Study of Jev in Agent Workflows",
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    {
      "id": "2610.13071",
      "title": "CAPE - Context-Aware Prioritization Engine for Vulnerability Scoring and Management",
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    {
      "id": "2610.13066",
      "title": "Evolving Creatives with Clicks: CTR-Driven Advertising image Editing via Attribute Disentanglement and Preference Alignment",
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      "id": "2610.13065",
      "title": "TestSuiteBench: Coding Agents Struggle to Generate Strong Test Suites from Specifications",
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      "id": "2610.13064",
      "title": "CB-Orchestrator: Adaptive Workflow Optimization for LLM Agents via Contextual Bandits",
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    {
      "id": "2610.13060",
      "title": "KV-Repurpose: A Testbed for Evaluating Non-Prefix KV-Cache Reuse",
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      "id": "2610.13058",
      "title": "Travel Back To Move Forward: Retrospective Exploration and Evolving for Long Horizon Agents",
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      "id": "2610.13057",
      "title": "CoBe: A Benchmark For Conversational Counterfactual Text Editing",
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      "id": "2610.13056",
      "title": "A4-MR: Abnormality-aware Anatomical Alignment for MR",
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      "id": "2610.13045",
      "title": "Redirecting Teacher Supervision: Temporal-Response-Guided Latent Distillation for Video-Language Models",
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      "id": "2610.13041",
      "title": "RAMP: Recurrent Adaptive Mixed Precision for Efficient Prefill in Recurrent-Depth Language Models",
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      "id": "2610.13040",
      "title": "Lightweight Time-Frequency Vibration Sensing for Consumer Device Condition Monitoring",
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      "id": "2610.13035",
      "title": "GeoGR: Spatial-Semantic Token Compression and Group Routing for Efficient 3D VLMs",
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    {
      "id": "2610.13025",
      "title": "Evo$^2$: Evolving the Evolver through Weight-Harness Co-Evolution",
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    {
      "id": "2610.13022",
      "title": "Don't Guess, Just Ask: Evaluating Interactive Requirement Clarification for Repository-Level Software Development",
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      "id": "2610.13021",
      "title": "EmbodiedCLBench: Evaluating Continual Learning for Self-Evolving Embodied Agents",
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      "id": "2610.12998",
      "title": "Evaluating LLM Creativity through Long-Tail Performance",
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      "id": "2610.12995",
      "title": "What Should SFT Learn? Conditional Information Gain for Generalizable Post-Training",
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      "id": "2610.12981",
      "title": "The Evidence Anchoring Boundary: Where Visual Interventions Matter and When They Help in Multimodal LLMs",
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      "id": "2610.12975",
      "title": "SmartSalesBench: A Resistance-Aware Multi-Turn Benchmark for Evaluating LLM Sales Agents",
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      "id": "2610.12961",
      "title": "MVGraph: Benchmarking LVLMs on Evidence Composition across Multi-View Visual Graph",
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    {
      "id": "2610.12959",
      "title": "Video Codec-Guided Training-Free Token Compression for Video Large Language Models",
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      "id": "2610.12957",
      "title": "JoyInside-VLM-Agent: Product-Conditioned Multimodal Policy Learning for Embodied Agents",
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      "id": "2610.12942",
      "title": "In-Context Learning Can Help Vision-Language Models Overcome Training Priors",
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      "id": "2610.12932",
      "title": "SEEDS: Preview-Guided Evidence Admission for Search Agents",
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      "id": "2610.12927",
      "title": "Collaborative Learning and Reasoning over Model Slices",
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      "id": "2610.12907",
      "title": "BLEND: Balancing Personalization vs. Generalization in Federated Vision-Language Models",
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      "id": "2610.12885",
      "title": "Personalized Federated Direct Preference Optimization via LoRA Adapters",
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      "id": "2610.12874",
      "title": "Temporal Evidence Forests for Long-Horizon Multi-Party Conversational Memory",
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      "id": "2610.12866",
      "title": "CaptchaAgent: Verifiable Visual Reasoning for CAPTCHA Solving",
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      "id": "2610.12864",
      "title": "Time Delay System for Sequence Modeling",
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      "id": "2610.12849",
      "title": "Co-Modifying Application Code and Deployment Infrastructure: A Causal Study of AI Agent Pull Requests",
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      "id": "2610.12822",
      "title": "Reward Hacking as a Transmissible Strategy in Multi-Agent Coding Systems",
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      "id": "2610.12813",
      "title": "VEPA: Verified Evolving Formal Policy for Lifelong LLM Agent Guardrails",
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      "id": "2610.12794",
      "title": "Meta-Reflective Evolution Effectively Improves Production AI Systems",
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      "id": "2610.12792",
      "title": "Large Language Models, Machine-Assisted Cultural Analytics, and the Agentic Turn",
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      "id": "2610.12789",
      "title": "EvoBelief: Falsifiable World Models for Self-Improving LLM Agents",
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    {
      "id": "2610.12783",
      "title": "Shift-Aware Identity-Guided Latent Refinement for Referring Audio--Visual Segmentation",
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      "id": "2610.12757",
      "title": "MADS: Multi-Agent Dialog Simulation for Robust Conversational Agents",
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      "id": "2610.12734",
      "title": "StereoEngine: Scaling Stereo Bimanual Robot Data without Stereo Cameras",
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      "title": "Byzantine-Resilient Federated Large Language Model via Hypergraph Message Passing",
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      "id": "2610.12707",
      "title": "Unsupervised Multimodal Reward Modeling",
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      "id": "2610.12668",
      "title": "Recurrent Harness for Agentic Continual Learning",
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      "id": "2610.12655",
      "title": "CLEAT: Learning Value-Guided Clarification for Interactive Agents",
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      "id": "2610.12650",
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      "title": "SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments",
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      "title": "Reflective Prompt Optimization of a Deep-Research Agent: A Topic-Disjoint, Multi-Seed Protocol for Measuring Transferable Gains and Prompt-Level Overfitting",
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      "id": "2610.12598",
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      "id": "2610.12596",
      "title": "SpireBench: Evaluating Long-Horizon Strategic Play of Agentic Models with Slay the Spire",
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      "id": "2610.12593",
      "title": "Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning",
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      "id": "2610.12582",
      "title": "One Model to Loop Them All: Elastic Latent Recurrence for Language Models",
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      "id": "2610.12575",
      "title": "Mind the Temporal Gap: Evaluating Video Models for Temporal Understanding in Driving",
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      "title": "SWE-Duel: Towards a Self-Scaling Arena for Coding Agents",
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      "id": "2610.12566",
      "title": "Sample-Adaptive Zeroth-Order Post-Training",
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      "id": "2610.12545",
      "title": "AutoIndexer: Flexible-Order Decoding by Training Causal Models on Chains of Edits",
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      "id": "2610.12461",
      "title": "OuroWorld: Bringing Any 3D World Alive as Diverse, Endlessly Looping 3D Cinemagraphs",
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      "id": "2610.12458",
      "title": "OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning",
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      "id": "2610.12451",
      "title": "VersaCamVLA: Camera-Configurable VLA Policies for Robotic Manipulation",
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      "id": "2610.12445",
      "title": "Caught in the Act: Probes Effectively Detect Sabotage and Catch Unverbalized Deception",
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      "id": "2610.12427",
      "title": "FastBench: Can Streaming VLMs Perceive High-Dynamic Real-World Streams?",
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      "id": "2610.12420",
      "title": "A Unified Bellman Operator for Safety-Critical Reinforcement Learning",
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      "id": "2610.12417",
      "title": "WOVEN: Weaving Visual World Modeling into Multimodal LLMs",
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      "id": "2610.12410",
      "title": "Predicting Alignment Generalization with Value Representations",
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      "id": "2610.12402",
      "title": "SpaceCast-Bench: Evaluating Predictive Spatial Reasoning in Vision-Language Models",
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      "id": "2610.12390",
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      "id": "2610.12382",
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      "id": "2610.12375",
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      "id": "2610.12367",
      "title": "Which Skill to Distill? SGUID: Selecting a Compact Skill Bank for Model-Skill Co-Evolution",
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      "title": "Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict",
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      "id": "2610.12355",
      "title": "Distilling Routed 3D Privilege for Spatial Reasoning in Vision-Language Models",
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      "title": "Can AI Agents Learn Their Way to the Top? Evaluating Heuristic Learning in a Long-Running Game Agent Competition",
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      "id": "2610.12338",
      "title": "VFold: Symmetry-Aware Cross-Layer Value Cache Compression",
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      "id": "2610.12327",
      "title": "SparseDecoding: Decoding-Aware Pruning for Accurate and Efficient LLM Inference",
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      "id": "2610.12325",
      "title": "Prior or Feedback? What an LLM Uses When Adapting Neural Operators",
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      "id": "2610.12310",
      "title": "Is In-Domain Training Enough for Fine-Grained Industrial Anomaly Understanding?",
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      "title": "From What to Which: Decoding Modifier Grounding in Frozen MLLMs",
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      "id": "2610.12289",
      "title": "TestPrism: Rethinking Test Evaluation Beyond a Single Reference",
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      "id": "2610.12281",
      "title": "Unlocking the Regulatory Genome by ARGUS: An Evidence-Constrained Agentic Framework for Interpreting Single Nucleotide Variants",
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      "id": "2610.12274",
      "title": "HarnessSQL: Harness-Native Training for SQL Agents in Realistic Database Environments",
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      "id": "2610.12269",
      "title": "Cadence: Strategic Guidance for Coding Agents",
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      "id": "2610.12266",
      "title": "DVD: Dynamic Vector Decoding for Efficient MLLM-based Perception",
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      "id": "2610.12248",
      "title": "EgoVoice: Proactive Spoken Assistance from Egocentric Multimodal Streams",
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      "id": "2610.12242",
      "title": "TokenRouter: Efficient Serving System for Token-Level LLM Routing",
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      "id": "2610.12235",
      "title": "Language Models as AI Research World Models",
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      "id": "2610.12207",
      "title": "SciTBERT: A family of chronologically consistent language models for scientific and technological language processing",
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      "id": "2610.12201",
      "title": "SteerablePlex: Can We Steer Full-Duplex Models?",
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      "id": "2610.12183",
      "title": "A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization",
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      "id": "2610.12147",
      "title": "Healthy Counterfactual Generation via Diffusion Inpainting for Mammography Classification",
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      "id": "2610.12144",
      "title": "Language-Specific Effects of Tokenizer Choice in Multilingual Language Models",
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      "id": "2610.12135",
      "title": "Q-Shaped Options for Hierarchical Reinforcement Learning",
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      "id": "2610.12133",
      "title": "Rehearse Everything, Remember Nothing: Attic-KV Rehearses What Will Be Read",
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      "id": "2610.12126",
      "title": "SuperNav: An Agentic Navigation System for Any Task in Any Scene",
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      "id": "2610.12124",
      "title": "Use and Disuse: Intent-Structured Experience Consolidation for Memory and Learning in LLM Agents",
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      "id": "2610.12086",
      "title": "EvoAlloc: A Self-Evolving Resource Allocation Agent for Efficient Program Evolution",
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    {
      "id": "2610.12061",
      "title": "When Should Agents Think? Adaptive Reasoning via Cross-Turn Estimation",
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      "id": "2610.12060",
      "title": "Look Back, Think Ahead: Visual Memory on Demand for Efficient Multimodal Reasoning",
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      "id": "2610.12048",
      "title": "Do Not Train Away Uncertainty: Early Uncertainty Anchored Calibration",
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      "id": "2610.12022",
      "title": "Examining Social Attribution in LLM Reasoning: A Theory-Guided Probing Methodology",
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      "id": "2610.12002",
      "title": "Agentic-TTT: Training test-time policy for test-time training",
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    {
      "id": "2610.11993",
      "title": "DataVista: Diagnosing Multimodal LLMs on Data Video Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.11986",
      "title": "FearCaut-Qwen: Affective Steering in a Vision-Language Model Shifts the Decision Criterion for Hazard Assessment",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11966",
      "title": "MindFlow: Mind Supernet Powered Thinking Flows for Research Idea Innovation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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      "id": "2610.11963",
      "title": "Can LLMs Fix It Without Code? Toward Automated Verification of No-Code Bug Fixes",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11959",
      "title": "MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement",
      "review_decision": "reviewed_deferred",
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      "observations": []
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    {
      "id": "2610.11954",
      "title": "Look Where You Can: Active View Selection for CAD Reconstruction under Occlusion",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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      "id": "2610.11948",
      "title": "When History Helps and Hurts: Selective History Use across Multimodal Turns",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11938",
      "title": "Does Target Alignment Mean Target Recovery? An Evidence-Ladder Study of Adversarial Claims on Contrastive Encoders",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11924",
      "title": "Revisiting Identity and Spectra Dispersion in Media-Bridged Time Series Forecasting: Linking Multivariate Signals and Narrative Flows",
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    {
      "id": "2610.11920",
      "title": "Event-Centric Memory with Query-Aware Graph Augmentation for Long-Term Conversational Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.11907",
      "title": "Beyond Visual Enhancement: Adaptive Multi-Context Steering to Mitigate LVLM Hallucinations",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.11899",
      "title": "Forms of LLM-Integrated Applications from LLM-Chats to Autonomous AI Agent System",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.11896",
      "title": "Automated Assembly Instruction Generation from CAD Models Using Grounded Large Language Models: A Human-in-the-Loop Framework",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.11862",
      "title": "LEVER: Adaptive Cost-Aware Proof Search Over AND/OR Graphs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.11858",
      "title": "Trajectory-Guided Fault Localization for Agent Skill Evolution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.11854",
      "title": "GRPODropout: Less is More for Online Reinforcement Learning Rollouts",
      "review_decision": "accepted",
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    },
    {
      "id": "2610.11826",
      "title": "From Suppression to Repair: Mitigating Object Hallucination in Large Vision-Language Models via Localized Distribution Alignment",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.11818",
      "title": "From Pixels to Structure: Lightweight Vision-Language Models for Document OCR and Structured JSON Extraction",
      "review_decision": "reviewed_deferred",
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      "current_status": "not_catalogued",
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    {
      "id": "2610.11810",
      "title": "Seek-and-View Reasoning for Multi-View Spatial Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.11794",
      "title": "Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11776",
      "title": "DPPM: Dual-Path Parametric Memory for Personalized Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11773",
      "title": "Safe Actions Alone Do Not Ensure Safe Agents: Identifying Unfulfilled Obligations with Guard Models",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11768",
      "title": "Narrow and Deep: An Ontology Tower as the Knowledge of an LLM Agent for an Industrial Equipment System",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11766",
      "title": "Same Outcome, Different Evidence: Intent Recovery in LLM Safety Evaluation",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11761",
      "title": "RAGenome: Scaling Retrieval-Based Genomic Language Models to Long Contexts",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "id": "2610.11732",
      "title": "MemTrial: Learning When to Trust Memory in LLM Portfolio Agents",
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    {
      "id": "2610.11725",
      "title": "Implementing the Spec Growth Engine: Preventing Spec-Code Divergence, and Growing the Spec with Agents",
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    {
      "id": "2610.11716",
      "title": "4-Tensor Attention Model for Semantic Physical Reality",
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    {
      "id": "2610.11696",
      "title": "A 3D Characterization Framework for Intelligent Sequential Decision Making",
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      "id": "2610.11678",
      "title": "TRACE: Diagnosing Verifier Brittleness in Agentic Evaluation",
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      "observations": []
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    {
      "id": "2610.11674",
      "title": "VESSI - VLM-Enhanced Support for Surveillance and Investigations",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11663",
      "title": "Constrained Command-Conditioned Reinforcement Learning with Bandit Strategy Selection in Real-Time Strategy Games",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11659",
      "title": "DIAL-OPD: Learning More from Fewer Tokens in On-Policy Distillation",
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    {
      "id": "2610.11655",
      "title": "Harness Evolution Hits a Ceiling: When Weight Training Should Begin",
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    {
      "id": "2610.11651",
      "title": "Evidence-Traceable Dynamic Interviewer Architecture for Expertise-Adaptive Qualitative Interviews Using Local LLMs",
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      "id": "2610.11647",
      "title": "One Skill Too Many: How Co-Installed Skills Conflict in Coding Agents",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11638",
      "title": "UXBench Pro: Benchmarking Personalized User Experience in Multi-Turn Dialogue Interactions",
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    {
      "id": "2610.11618",
      "title": "PolyCodeEval: Benchmarking Multilingual Code Generation from Functions to Repositories",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11610",
      "title": "Beyond Report Imitation: Clinically Aware Multi-Image Ultrasound Report Generation from Visible Evidence",
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    {
      "id": "2610.11605",
      "title": "NanoProof: Open and Efficient Automated Theorem Proving in Lean 4",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11602",
      "title": "Where Do the Tokens Go? Understanding and Reducing Costs in LLM Agents for Vulnerability Discovery",
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    {
      "id": "2610.11600",
      "title": "Error-Propagation Modeling for Failure Attribution in LLM-Based Multi-Agent Systems",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "id": "2610.11593",
      "title": "Runnable Commit Untangling for Coding Agents",
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      "observations": []
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    {
      "id": "2610.11592",
      "title": "Probing for Long-Horizon Deductive Reasoning Capabilities in Language Models with Prolog",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11585",
      "title": "Adapting English Quality Classifiers for Multilingual LLM Pretraining Data Selection",
      "review_decision": "reviewed_deferred",
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      "id": "2610.11578",
      "title": "Chronos Enables Code Agents to Reason over Software Evolution",
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      "observations": []
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    {
      "id": "2610.11573",
      "title": "Memory Type Varies: Empowering LLM Agents for Long-Term Memory with Diverse Strategies",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11561",
      "title": "Workerville: Towards an Organizational Behavior Account of Agent Safety",
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    {
      "id": "2610.11559",
      "title": "SWE-Journey: Towards More Realistic Evaluation of Coding Assistants through Long-Horizon, Multi-Turn Interaction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11552",
      "title": "Safe, Persistent, and Evolving Agent Harness for Understanding Partially Observable Worlds",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11548",
      "title": "Conditional Transfer from Controlled Pretraining Mixtures to Code",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.11546",
      "title": "Learning to Orchestrate Evolutionary Search: Progression-Aware Deep Reinforcement Learning for Dynamic DE-CMA-ES Coordination in Optimization and Structural Model Updating",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "id": "2610.11543",
      "title": "Learning the Loop, Not Just the Page: Execution-Grounded Loop Learning for Web Generation",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11542",
      "title": "Constitutional Gating and Deterministic Recovery for Multi-Agent LLM Negotiation: Ablations Against a Stateful Adversarial Gatekeeper",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11523",
      "title": "When to Intervene? State-Aware Sparse Manipulation in Federated Reinforcement Learning",
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    {
      "id": "2610.11519",
      "title": "Residual Advantage: Student-Relative Teacher Guidance for RL with Verifiable Rewards",
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    {
      "id": "2610.11514",
      "title": "SSCBench: Evaluating the Evidential Validity of Fault-Injection Tests for Tool-Using LLM Agents",
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    {
      "id": "2610.11510",
      "title": "Does Modern Standard Arabic (MSA) Dominate Arabic Dialects in LLMs? A Representation-Level Analysis",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11508",
      "title": "WARP-VLA: Wrist-Camera Adaptation for View-Robust Policy Execution in Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.11501",
      "title": "Beyond Sequences: Distilling Structured Decision Memory for LLM Recommendation",
      "review_decision": "rejected_or_out_of_scope",
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    {
      "id": "2610.11482",
      "title": "Evaluating Local Language Model Agents for Reproducible Data Engineering: An Empirical Software Engineering Study of Mobility Workflows",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "id": "2610.11469",
      "title": "SAGE: Sink-Aware Guided Emphasis for Visual Grounding in Vision-Language Decoders",
      "review_decision": "reviewed_deferred",
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      "current_status": "not_catalogued",
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    {
      "id": "2610.11464",
      "title": "Who Verifies the Verifier? Co-Evolving Inspectable Graders with Self-Improving Agents",
      "review_decision": "reviewed_deferred",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.11461",
      "title": "Beyond Speech Captions: Speech-Rewarded Style Planning for Conversational Text-to-Speech",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.11454",
      "title": "Zatom-2: Multitask Pretraining on Atomistic Data for Generative Modeling across Domains",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.11451",
      "title": "SAIL: Scientific Agentic Intelligence via a Science-Aware Loop",
      "review_decision": "reviewed_deferred",
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      "id": "2610.11447",
      "title": "Closed-loop evaluation of LLM agents for embedded software development",
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      "id": "2610.11430",
      "title": "BioBigBird: A Sparse Attention Model for Long-Range Dependency Processing in Biomedical Text",
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      "id": "2610.11422",
      "title": "Causal-fate dynamics of unrealized influence",
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      "observations": []
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      "id": "2610.11389",
      "title": "Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translation",
      "review_decision": "reviewed_deferred",
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      "id": "2610.11384",
      "title": "Environmental Feedback Modeling Matters: Rethinking Feedback Treatment in Agentic Hindsight Self-Distillation",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.11374",
      "title": "Rethinking Contrastive Loss in CLIP Post-training: A Complementary Framework with Frozen Text Encoder",
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      "title": "AdaptEvo: Adaptive Agent Learning with Evolving Supervision",
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      "title": "Deception by Omission: Language Models Knowingly Hide Their Mistakes",
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      "title": "SynCo: Data Synthesis Co-Training for Self-Evolving LLMs via Multi-Agent Reinforcement Learning",
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      "id": "2610.11332",
      "title": "ReCal: Calibrating Structured Pruning for On-Policy Distillation Recovery",
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      "title": "PathLang: A Language-Centered Benchmark for Vision-Language Models in Computational Pathology",
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      "title": "MedBenchAgent: Towards Systematic Automation of Medical VLM Benchmark Construction",
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      "id": "2610.11303",
      "title": "Efficient Multi-Granularity Knowledge Transfer for Radiology Report Generation",
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      "title": "DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaboration",
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      "id": "2610.11291",
      "title": "When Do We Need On-Policy Distillation? Distilling on Offline Student Rollouts Is Often Better",
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      "title": "REMORY: Learning Residual Memory for Context Compaction",
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      "id": "2610.11253",
      "title": "LLM-IDEA: Identifiability-Driven Experimental Agent for Autonomous Discovery of Mechanistic World Models",
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      "id": "2610.11251",
      "title": "V-CoLA: Vision Token Compression with Linear Attention",
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    {
      "id": "2610.11247",
      "title": "Why On-Policy Distillation Sometimes Fails: Vanishing Learning Signals",
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      "id": "2610.11245",
      "title": "Read What Matters: Query-Adaptive Quantization for KV Caches",
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      "id": "2610.11231",
      "title": "Harness Compilation: Which Decisions Should a Small Vision-Language Model Keep?",
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      "id": "2610.11216",
      "title": "The Lattice of Transition Laws",
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      "title": "Bridging KV-Cache Quantization and Linear Attention: From Theory to Pretrained Weight Migration",
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      "title": "Dissecting Representation Structure in Vision Transformers: A Rigorous Architectural Study",
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      "id": "2610.11196",
      "title": "Selective Listening: Mechanism-Guided Control of Audio Influence in Large Audio-Language Models",
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      "title": "RAG-Stress: Probing the Limits of Evidence Reliance in Retrieval-Augmented Generation",
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      "id": "2610.11179",
      "title": "Who Pays the Review Cost? Triage, Fairness, and Accountability in AI-authored Pull Requests",
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      "title": "Skill Constellations: Tracing the Supply Chain of Agent Skills on GitHub",
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      "id": "2610.11167",
      "title": "PIVOT: Perplexity-Informed KD-to-RL Transition Scheduling for Vertical-Domain Few-Shot Distillation",
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      "id": "2610.11161",
      "title": "VGGTWorld-VLA: Intent-Conditioned 3D World Evolution for Autonomous Driving",
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      "id": "2610.11152",
      "title": "Do LLMs Learn from Rewards in Context? : Rethinking the role of reward in In-Context Reinforcement Learning",
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      "id": "2610.11144",
      "title": "Improving Image-Based Nutrition Estimation Through Multimodal Food-Item Verification and Recovery",
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      "id": "2610.11140",
      "title": "ActiveMedAgent: Cost-Aware Trajectory Learning for Multimodal Medical Diagnosis",
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      "id": "2610.11136",
      "title": "The \"10th Juror\": Open-Set Standpoint Screening for Bureaucratic Bias Detection",
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      "title": "When Interfaces Speak: Data-Aware Generative UI Harness for Active Interaction",
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      "title": "DiscoVL: Unveiling Disentangled C ross-Modal Representation Learning via Orthogonal Adversarial Regularization for V ision-Language Models",
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      "title": "Lapras: Latent Reasoning for Time Series Language Models",
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      "title": "Diffusion Meta-Prompting and Steering for Generalizable Foundation Model Adaptation",
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      "id": "2610.11064",
      "title": "Measuring and Mitigating Solution Mode Collapse in RLVR",
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      "id": "2610.11039",
      "title": "Rendering-Free Lookahead for Question-Guided Active Vision",
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      "title": "FedAlphaEdit: Null-Space-Aligned Merging for Collaborative Knowledge Editing",
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      "id": "2610.11030",
      "title": "NOMOS: Compiling Written Policies into Statically Verified Tool-Call Gates for LLM Agents",
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      "id": "2610.11019",
      "title": "Mid-Training Language Models on Raw Video",
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      "id": "2610.11015",
      "title": "Prompts versus Rules: Auditing and Controlling Speech Naturalness Behaviors in Voice User Simulators",
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      "id": "2610.11008",
      "title": "Why LLM Agents Favor Their Group: Stakes, Observed Norms, and Reputation",
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      "title": "Curating Always-Loaded Context for LLM Agents: A Capacitated Assortment Model with Censored Feedback",
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      "id": "2610.10990",
      "title": "Omni-Diffusion-Distill: Few-Step Distillation of Unified Multimodal Diffusion Large Language Models",
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      "id": "2610.10988",
      "title": "Back in Style: A Sociolinguistic Approach to Authoring and Measuring Persona Fidelity in User Simulation",
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      "id": "2610.10984",
      "title": "Fluid-Gen-Zero: Grounding Pretrained Video Generators in Physics without Training",
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      "id": "2610.10974",
      "title": "Budgeted Multi-Source Counterfactual Annotation for Off-Policy Evaluation",
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      "id": "2610.10962",
      "title": "iAm.md: Robot Skill Self-Assessment through Agentic Introspection for Unknown Open-Vocabulary Domains",
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      "id": "2610.10961",
      "title": "Cross-Provider Review as a Runtime Contract for Coding Agents: A Controlled Pilot and Fault-Injection Study",
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      "id": "2610.10952",
      "title": "SPD-MetaFormer is what you need for small-data brain decoding",
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      "id": "2610.10947",
      "title": "RH-Detect: A Unified Benchmark for Reward Hacking Detection",
      "review_decision": "reviewed_deferred",
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      "id": "2610.10942",
      "title": "StoreBench: A Live-Commerce Environment for Evaluating and Training Autonomous Operator Agents",
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      "id": "2610.10932",
      "title": "World-Model Policy Arbiter for Goal-Conditioned Reinforcement Learning",
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      "id": "2610.10926",
      "title": "Adaptive Multi-Discriminator WGAN Framework for Resource-Constrained Internet of Vehicles Using Reinforcement Learning and Game Theory",
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      "id": "2610.10920",
      "title": "Language Models for Page-Level Layout Decisions in E-commerce Search",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.10918",
      "title": "Large Language Models for Machine Translation Quality Annotation: Humans and Models Are Both Challenged",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10912",
      "title": "When Listening Becomes Easier: Scrubbing Visual Cues for Shortcut-Free VLAs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10906",
      "title": "Reading the Room: Foundations, Design, and Challenges of Normative Competence in LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.10893",
      "title": "Less from More: Reinforcing Sparse Video Reasoning from Dense References",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10889",
      "title": "SPLIT-RL: Staged Perception-Language Reasoning Training with Claim-Level Advantages",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10878",
      "title": "Stochastic Teacher Intervention for Agentic On-Policy Distillation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10868",
      "title": "Conversational Voice Aesthetic Model with Reinforcement Learning from Human Listeners",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10858",
      "title": "RFChipAgent: Multi-Agentic AI Flow for Analog/RF Chip Design",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10854",
      "title": "KDFP: A first-principles approach to knowledge distillation in large language models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10845",
      "title": "Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.12517",
      "title": "TerraAgent: Demonstration-Grounded Multi-Agent Reasoning for Long-Context Remote Sensing Visual Question Answering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10833",
      "title": "On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.12516",
      "title": "TraceICL: Thread-Resolved Demonstration Curation with Consistency Calibration for Robust Multimodal In-Context Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.10787",
      "title": "NavGPT-3: Harnessing Context in a Hierarchical Navigation Runtime",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10786",
      "title": "Plan-and-Patch: Diffusion Language Models for Agentic Planning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10782",
      "title": "VICO: Visual Environments Co-Evolving for Vision-Language Model Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10768",
      "title": "Strategic Investment Decision Making for Value Creation in Energy Transition: A Reinforcement Learning Approach",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10760",
      "title": "DOGS: Design-Space Sampling for Prompt-Driven Logo Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10740",
      "title": "Conversational Task Disambiguation over Tabular Data: Leakage-Aware Formulation, Benchmark Suite, and Training",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.10738",
      "title": "Lossy Compressive Text Autoencoders",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10697",
      "title": "On linearity or non-linearity in machine learning for quantum chaotic dynamics",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10536",
      "title": "Decoupling Exploration from Optimization in RLVR",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10533",
      "title": "EngramEdit: Decoupled Knowledge Updates in LLMs through Conditional Memory",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10526",
      "title": "Rephrase Before You Act: Characterizing and Mitigating Language Sensitivity in Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10520",
      "title": "Distilling Graph Geometry: Knowledge Gap from GNNs to MLPs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10507",
      "title": "RECAST: Learning to Compute the Right Context through Adaptive Evidence Routing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10491",
      "title": "Insights from Autoresearch for Solar Panel Segmentation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10478",
      "title": "Before They Can Solve: Predicting Post-Training Coding-Agent Performance from Base Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10448",
      "title": "MemoCare: An Interactive Multimodal Mobile System for Automated Cognitive Screening",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.10444",
      "title": "RunningTab: Direct Workspace Interaction with Environment-Side Tabs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10436",
      "title": "Detecting Adversarial Images through Response Profiles of Vision-Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10426",
      "title": "CoTrace: Data Recipes for Training Terminal Agents with Harness-Model Co-Evolution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10659",
      "title": "Applying Security by Design at the Point of Execution: How Governed Security Requirements Affect the Security of AI-Generated Code",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10422",
      "title": "Which Rollout Taught It That? BehaviorTrace and the Limits of Training-Data Attribution in Online RL",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10411",
      "title": "Training Parallel Speculative Draft Models by Directly Minimizing Expected Decoding Rounds",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10407",
      "title": "SOTA: Stock Options Trading Agents Guided by Option-Implied Return Distributions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10400",
      "title": "Self-correction Optimization for Interleaved Multimodal Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10395",
      "title": "Executing Causal Structure Learning with Linear-Attention Transformers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10390",
      "title": "Explicit Geometric Chain-of-Thought for Vision-Language-Action in Autonomous Driving",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10385",
      "title": "OrBIT: Structure-Guided Embedding Compression",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10378",
      "title": "Document-Level Text Simplification in Estonian Using Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10655",
      "title": "Nullify: Null-Space Activation Steering for Training-Free LLM Unlearning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10323",
      "title": "HAN-Mamba: Hierarchical Selective State Space Networks for Multi-Scale Financial Volatility Forecasting",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10320",
      "title": "LLM-Assisted Generation of Transparent, Open-Source Multiphysics Models of Electrochemical Devices",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10311",
      "title": "Fault-tolerant foundation models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10305",
      "title": "How Do Transformers Learn to Represent Symmetries?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10304",
      "title": "SemanticFold: Latent Sequence Compression SeparatesLanguage Modeling, Decodability, and Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10302",
      "title": "Continual Graph Multi-Agent Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10286",
      "title": "$Δ$Representation: Geometry Supervised Representation Learning of Phenotypes via Counterfactual Reasoning for Medical VLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10265",
      "title": "Stale, Misattributed, or Late: Where Personal Memory Fails Before Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10263",
      "title": "When Sub-Agents Work in Parallel: The Promises and Pitfalls of Dynamic Concurrency in Long-Horizon Coding Tasks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10258",
      "title": "QuSema: Detecting Silent Bugs in Quantum Libraries via Quantum-knowledge-enhanced Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10256",
      "title": "OOM-RL II: Reality Is an Oracle, Not a Debugger Provenance-Constrained Diagnosis in Continually Evolving Agent-Engineered Systems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10242",
      "title": "TestGRAD: Evolving Test Suites via Failure Pattern Momentum for SWE-Agent Ensemble",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10238",
      "title": "Geometry-Supervised Visual Representation Learning for Multi-Phenotype Lesion Interpretation in Medical VLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10226",
      "title": "Why Software Engineering Is Indispensable in the Age of Coding Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10206",
      "title": "Computations of the slice genus and the unknotting number of links via machine learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10201",
      "title": "GAGR-Lab: Evaluating Joint Spatial-Geometric and Analytic Function Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10184",
      "title": "Agentic AI-Assisted Modeling for Production Scheduling: Assessment in Constraint Programming",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10183",
      "title": "VideoEvolve: Co-Evolving Memory and Retrieval for Long Video Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10179",
      "title": "Beyond Outcome Rewards: Constructing and Assigning Retrieval Credit for Search Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10163",
      "title": "Beyond Anonymous Captions: Grounding Character Identity in Video Captioning and Question Answering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10641",
      "title": "Coverage-Aware Reasoning with Medical Tokens for Diagnosis Prediction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10156",
      "title": "HeiCo-FOCUS: A Clinically Grounded Dataset for Long-Context Video Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10639",
      "title": "Visible Reasoning Is Not a Universal Optimizer: Persona- and Thinking-Dependent Effects in Analytics Code Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10150",
      "title": "On the Reliability of LLM-Based Vulnerability Patching Benchmarks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10145",
      "title": "InterView-C: A Synchronized Multimodal Corpus of VR Avatar-Mediated Survey Interviews",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10141",
      "title": "AdaT$^2$: Adaptive Test Transformations for Black-Box Boundary Testing of Conversational Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10126",
      "title": "Know the Shape, Find the Fault: Topology-Conditioned Diagnosis of Multi-Agent LLM Failures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10124",
      "title": "Training with Missed Targets in Generative Recommendation: Separating Supervision from Probability Competition",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10120",
      "title": "RewardWeaver: Long-Horizon Interactive Learning for Language Agents via Self-Evolving Reward Adaptation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10118",
      "title": "YANchor-4B: Effective Long-Horizon Reasoning in O(N) Time with O(1) Memory",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10114",
      "title": "Mechanics of Long-Context Hybrid Models Part 1.1: From Hybrid Attention to Hybrid Position",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10092",
      "title": "I would rather quit NLP than read another paper like this: The rise of antithesis in NLP papers",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10091",
      "title": "ExperienceIndex: Artifact-Grounded Memory",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10071",
      "title": "HGP:An on-device personalized agent memory via hybrid graph storage",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10068",
      "title": "Efficient Provably Private Classification with a Tabular Foundation Model",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10066",
      "title": "From Pixel to Coding: Evaluating the Figure Reproduction Capabilities of MLLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10062",
      "title": "Loud Failures, Quiet Failures: Fault Detection and Recovery in Tool-Using Language Model Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10061",
      "title": "TRACK: Telemetry-Based Racing Analysis and Coaching Kit in Sim Racing Games",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10058",
      "title": "Cache the Encoder Within:Compact, Reusable Memory across LLM Queries",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10633",
      "title": "Has LLM Screening Performance Stalled in Software Engineering Systematic Reviews?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10042",
      "title": "Learning to Accumulate Knowledge with Mutual Information",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09995",
      "title": "Designing Collaborative AI-Driven Workflows for Scientific Software Engineering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09985",
      "title": "Marrying Pricing and Advertising with LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09973",
      "title": "From Expected Harmfulness to Likelihood: A Probabilistic Reformulation of Jailbreaking LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09969",
      "title": "TR-PTQ: High-Accuracy Integer-Only Transformer Post Training Quantization via Taylor Region Reformulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10629",
      "title": "The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09952",
      "title": "MSU Team at the Explainable Deepfake Detection Challenge 2026: Grounded Artifact Evidence for Deepfake Detection",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09941",
      "title": "Purifying Backdoored Large Vision-Language Models by Removing Hijacked Directions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09940",
      "title": "Juno: Taming Predictive Latents for Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09935",
      "title": "AgentTracer: Tracing Indirect Prompt Injection Attack through Fine-Grained Intention-Execution Alignment",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09934",
      "title": "Itgan at NADI 2026 shared task: Parameter-Efficient Whisper Adaptation for Robust, Mixed-Dialect and Code-Switched Arabic ASR",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09920",
      "title": "Inverting Multi-Vector Visual Document Indices",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09919",
      "title": "Eigenvalues of the Hessian in Deep Learning: The Origin of Symmetry and Its Breaking",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09914",
      "title": "RollVerify: Bridging Efficiency and Accuracy in Long-Tail Rollout Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09907",
      "title": "FedSSMCoOp: SSM Encoders for light-weight Federated Prompt Learning for Few-shot Classification",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09906",
      "title": "Constrained-Action AI Remediation for SIEM/XDR via a NeMo-Guardrails Proxy",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09872",
      "title": "LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09870",
      "title": "Deadline-Aware Multi-Agent Reinforcement Learning for TSN-Based Vehicular Edge Networks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10628",
      "title": "Agent4RE: A Self-Refining Multi-agent Framework for End-to-End Software Requirements Engineering and Benchmarking",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09858",
      "title": "Training Advisors for LLM Agents from Task Outcomes",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09856",
      "title": "Self-Evolve With a Reference:Anchored Training of Tool-Integrated Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09841",
      "title": "ORCA: Hunting Compositional Failures in Text-to-Image Diffusion",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09835",
      "title": "A Deafening Silence: Catastrophic Forgetting Lives in the Output Embeddings of Tokens the Data Never Speaks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09832",
      "title": "SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09824",
      "title": "Homogenization in Multi-Agent Systems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09823",
      "title": "UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09804",
      "title": "BoT-GRPO: Efficient Process-Reward RL for Reasoning via Bag-of-Token Aggregation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09802",
      "title": "DisParQ: Self-Supervised Part Concepts for Interpretable Vision Foundation Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09795",
      "title": "MIRROR: From Imitation to Internalization in LLM Personalization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09788",
      "title": "Judging in Latent Space: Efficient Generative Reward Modeling via Semantics-Preserving Compression",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09772",
      "title": "Decoupling Logic from Persona: Structural Immunity of Edge LLM Agents to Context Pollution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09769",
      "title": "Bolzano: From Expert-Guided Proof Search to Automated Open-Problem Solving",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09763",
      "title": "Beyond Policy Support: Interaction Constrained Offline Reinforcement Learning for Autonomous Driving",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09761",
      "title": "PARC-Loc: Text-to-Point-Cloud Localization with Partial Assignment and Relational Consistency",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09746",
      "title": "Flow-of-Thought: A Framework for Visual Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09742",
      "title": "SoccerNet-FoulRet: Retrieving Semantically Similar Soccer Foul Videos",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09718",
      "title": "YUBI-STAG: Contact and Semantic-Rich Alignment for VLAs via Automated Video-Language Grounding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09710",
      "title": "SpikingVLA: Asynchronous Spiking Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09703",
      "title": "Understanding and Mitigating Token-Pruning-Induced Vulnerabilities in VLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09700",
      "title": "What Makes Synthetic Hard Negatives Work in Vision-Language Pretraining?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10623",
      "title": "Recurrent Self-Improvement: Dynamic Cross-Loop On-Policy Distillation for Looped Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10622",
      "title": "WorldBench: Evaluating LLMs on Three.js Voxel World Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09684",
      "title": "From Pareto to Preference: Personalized Test-Time Scaling via Amortized Agentic Policy Discovery",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09683",
      "title": "System Switch: When Should a Fast Decision Model Stop and Think?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09681",
      "title": "Cost-Efficient Theorem Proving via Agent Orchestration in Program Verification",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09665",
      "title": "SAPD: Step-Aligned Privileged Distillation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09647",
      "title": "When Rank Rises as LLMs Degrade",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09643",
      "title": "CircuitATLAS: Agentic reasoning over a systems neuroscience knowledge graph for target discovery in circuitopathies",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09639",
      "title": "On-Policy Distillation Teaches New Skills but Not New Knowledge",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09633",
      "title": "Coding-Agent Benchmarks Should Match Their Users' Task Flows",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09624",
      "title": "How Do Agentic LLMs Decide to Call Tools? A Tool-Call Vector Shaped by Suppression",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10619",
      "title": "TestJack: Should you trust the results in coding benchmarks? Agentic Coding Benchmarks Auditing via Evaluator Evolution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09597",
      "title": "COPC: Coupled Off-Policy Correction for Asynchronous LLM Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09590",
      "title": "Learning Situation-Conditioned Thinking Policies for Long-Term LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09587",
      "title": "Collaborative Reasoning Distillation via Cross-Feedback and Coherent Curation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10616",
      "title": "When Routing Reveals Membership: Privacy Leakage from MoE Router Telemetry",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09581",
      "title": "Correct Answers, Unsupported Findings: Evidence Binding in Forensic Reconstruction of LLM Agent Logs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10612",
      "title": "PyCache Trap: The Inspection-Execution Gap in Agent Skill Scanners",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09563",
      "title": "EvoSignal: LLM-Guided Evolutionary Design of Modular Traffic Signal Control Programs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09550",
      "title": "Visual Evidence Under Cross-Examination: Evaluating and Controlling Decision-Level Evidence Use in Vision-Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10610",
      "title": "Code Understanding is a Bottleneck for Coding Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09517",
      "title": "It Is Not Seeing the Hazard: A Frozen Vision-Language Safety Score Measures Its Caption Bank",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09514",
      "title": "STRIKE: Learning Visual State Transitions for Physical World Modeling",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09513",
      "title": "OmniCam: Omni-Camera Trajectory Generation via Geometry-Grounded Pose Token Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09496",
      "title": "Sparse Feature Policy Unlearning Mitigates State Hallucination in Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09489",
      "title": "Goldsmith: Gold-Loss-Guided Definition Optimization with an Agentic Annotation Harness",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09484",
      "title": "MIMESIS: Learning User Simulators as Training Environments for Interactive Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09478",
      "title": "InstanceBench: Diagnosing Referential Reasoning and Target Identity in Referring Expression Segmentation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09476",
      "title": "CHASE: Channel-Aligned Structure Exploitation for Geometry-Aware Model Engineering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09471",
      "title": "When Should an In-Context Learner Expand Its Hypothesis Space?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09467",
      "title": "Boundary-Free Contextual Biasing: Depth-Adaptive Gating and Reading-Space Matching for Unsegmented Languages",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09466",
      "title": "LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09457",
      "title": "DSReg: Provably Recovering Individual World Latents without Reconstruction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09440",
      "title": "Mixture of Layers: Dynamic Layer Routing for Visual Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.09430",
      "title": "SkillCycle: Co-Evolving Agent Policies and Skill Banks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.09408",
      "title": "TiTok: Audio-Visual LLM for Multi-Segment Temporal Grounding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.09400",
      "title": "TutorLoop: Regulating Student Learning Behaviors via Sensor-in-the-Loop Generative Feedback",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09392",
      "title": "Quantifying Volumetric Risk: Class-Aware Asymmetric Weighted Conformal Prediction for 3D Medical Image Segmentation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09384",
      "title": "The Persona Hierarchy Model: Understanding Contextual Generalization in Fine-Tuning LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09375",
      "title": "From Retrieval to Customer Context: Evaluating Frontier-Model Systems for Voice-of-Customer Analysis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.09374",
      "title": "DUDA-Bench: Benchmarking LLM Agents on Multimodal Data-Driven Urban Diagnosis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09371",
      "title": "The Confidence Game: Strategic Miscalibration in Human-AI Delegation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10608",
      "title": "From Investigation Failures to Reliable SOC Agents: Understanding and Improving LLM-Based Alert Triage",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.09360",
      "title": "TopoGraphRAG-Bench: Evaluating Multimodal GraphRAG on Layout-Grounded Evidence Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09355",
      "title": "Multimodal LLMs Can Learn to Read Brain Signals: A Vision--Language Model for Unified Multi-Task EEG Decoding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09348",
      "title": "Relevance Is Not Sufficiency: What Actually Closes the Evidence Gap in Long-Term Memory QA",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09346",
      "title": "OnlineQAT: On-Policy Distillation for Ultra-Low-Bit Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09342",
      "title": "Shared Low-rank Basis Factorization for Data-free Mixture-of-Experts Compression",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09337",
      "title": "Ask the Expert: LLM-Guided Reinforcement Learning for Autonomous Cyber Defense",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09328",
      "title": "Visual Jev Rewards: Reference-Bound Verification for Multi-Subject Image Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10604",
      "title": "Beyond Type-checking: Towards Holistic Evaluation of Formal Specification Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09313",
      "title": "Why VLMs Miss Small Objects, and When Zooming In Is Safe",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09311",
      "title": "Denoising Blocks, Not Tokens: Efficient Compressed Continuous Diffusion with Branching Token Realization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09296",
      "title": "The AI Evaluation Ecosystem",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09267",
      "title": "Who Broke Me? Execution-Guided Repair of Behavioral Dependency Breaks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09264",
      "title": "Package Hallucination Attacks on Coding Agents through Prompt Injection in Rule Files",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09252",
      "title": "Adaptive Visual Token Reduction for Accelerated Image Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09247",
      "title": "An Informational Curse of Horizon in Goal-Conditioned Policy Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09243",
      "title": "We Query, Therefore We Compute: On Oracle Computation beyond the Machine, with an Application to Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09240",
      "title": "Adversarial Images Hijack Web Agents from Visual Grounding to Browser Execution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09227",
      "title": "Quantize by Drift: Label-Free Mixed-Precision Post-Training Quantization for Text Embedders",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09219",
      "title": "CM-DPO: Constraint-Margin Direct Preference Optimization for LLM Planning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09218",
      "title": "RLDISCOVER: LLM-driven co-evolution of reinforcement learning algorithms",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09217",
      "title": "A Deterministic Evidence Layer for Vision-Language Autism Screening from Naturalistic Home Video",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09209",
      "title": "Multi-Objective Aligned Small Language Model Framework for SUD Patient Dialogue Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09205",
      "title": "Do Vision Models Learn Physical Constraints or Rendering Shortcuts? A Counterfactual Benchmark for Grounded Physical Consistency",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09202",
      "title": "Few Bits, One Law: Toward W2A4KV2",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09193",
      "title": "Bookkeeping, Composition, or Unreachable Gold? Reading MemoryAgentBench's Conflict-Resolution Scores Against a Frozen Last-Write Resolver",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09186",
      "title": "The Dichotomy Between Pattern Recognition and Step-by-Step Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09179",
      "title": "LayerRoPE: Dynamic Depth-wise Magnitude & Angular Superposition",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09163",
      "title": "ToolRACER: A Robust Agentic Conversation Emulation Resource for Agent Training and Evaluation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09159",
      "title": "SpecGuard: Proving a Task Is Broken Before the Agent Cheats",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09152",
      "title": "sk-bench: A Native-First Benchmark for Evaluating Large Language Models in Slovak",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09142",
      "title": "Finding Blind Spots in AppWorld and WorkArena Task Verifiers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09141",
      "title": "A Cognitive-Aware QML-CRL Framework for Detecting Affinity and Romance-Investment Fraud",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09139",
      "title": "Breaking the Space Barrier and its Application to Language Model Inference",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09127",
      "title": "CADFather: Autonomous CAD Reconstruction through Coordinated Tool Use",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09120",
      "title": "The Deceptive Bandit Problem: Exploratory Coupling and the Fragility of Multi-Agent Learning",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09115",
      "title": "From Uncertainty to Action: Learning to Steer LLM Agents",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09112",
      "title": "GeoNatureAgent (GNA): A Framework and Benchmark for Pre-Production Evaluation of Tool-Using Agents on Geospatial and Environmental Tasks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09096",
      "title": "Are We Really Benchmarking Forecasting Models? The Impact of Preprocessing on Time Series Performance",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09085",
      "title": "Anaximander: Interactively Running Geospatial Deep Learning Models on Any Compute Backend",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09079",
      "title": "Large-scale Repository Engineering via Agent-Native Reusable Code Primitives",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09074",
      "title": "TAP: Efficient Long-Horizon Agent Pruning via Trajectory-Anchored Recovery",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.09070",
      "title": "Covariate-dependent Joint Modeling of Multivariate Ordinal Preferences and Its Connections with Comparison Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.09063",
      "title": "Multi-Label Topic Assignment via LLM Distillation: A Comparative Analysis of Generative vs. Discriminative Student Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09053",
      "title": "Justice After Identity: Large Language Models and the View from Everywhere",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09051",
      "title": "A Self-Pruning Transformer: Extreme KV-Cache Compression with Universal Attention",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09027",
      "title": "Visual Memory Attacks Can Persist Through The KV Cache",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09021",
      "title": "Not Every Call Needs a Frontier Model: Per-Call-Site Evaluation of Small Language Models in a Deployed Agentic Home-Automation System",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09015",
      "title": "Personalize at Test Time: Learning User Preferences for Image Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09008",
      "title": "Whose Memory Is It? Scope-Aware Commit Rules for Long-Term LLM Memory",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.09003",
      "title": "Algorithmic Scratchpads and Curriculum Staging for Arithmetic Reasoning in Tiny Transformers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.09000",
      "title": "How Fragile Is On-Device Language Model Safety? Localizing Safety-Critical Parameters for Sparse Fault Analysis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10592",
      "title": "Wieszcz-XIX: A 3.1-Billion-Word Corpus of Pre-1918 Polish and Temporally Bounded Language Models Trained From Scratch",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08963",
      "title": "On KL-Regularized Policy Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08959",
      "title": "GraphOPD: Graph-Augmented On-Policy Distillation for LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08954",
      "title": "RACER: Reflective Agent Coupling Query Interpretation and Tool-Based Retrieval for Frame Selection in Long Video Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08941",
      "title": "SPW-Nav: A Streaming Panoramic World Model for Language-Guided Navigation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.08928",
      "title": "Multi-Aspect Runtime Verification for Simulation-Based V&V of LLM-Enabled Autonomous Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08917",
      "title": "CARE: Certifying Acceleration for Vision-Language-Action Inference",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08791",
      "title": "World Models' Last Exam in Physics",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08779",
      "title": "ALIVE: Interaction-Aligned Object Insertion for First-Frame-Guided Video Editing",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08901",
      "title": "Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.08775",
      "title": "Agent in a Bottle: Can LLM Agents Turn Their Capabilities Into Cheap, Scalable Artifacts?",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.08720",
      "title": "WorldSolver: Can LLM Agents Simulate the Physical Dynamics via Solver Generation?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08718",
      "title": "When Forgetting is not Catastrophic: On the Mechanics of Spurious Forgetting",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08713",
      "title": "SpaTime: Streaming Vision-Language Models for Spatio-temporal Reasoning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08691",
      "title": "ScienceClaw: Benchmarking Continual Self-Evolution of AI-for-Science Agents Across the Natural and Social Sciences",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08678",
      "title": "Secure Speculative Decoding for Large Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08674",
      "title": "EC-RAG: Event Chain Retrieval-Augmented Generation for Long Video Understanding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08668",
      "title": "Semantic Behavioral Watermarking: Paraphrase-Robust and Forgery-Resistant Provenance for LLM Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08662",
      "title": "ParanoiaEval: Benchmarking Unnecessary Defensive Work in Agentic Coding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08659",
      "title": "Selective Transfer of RL Updates for Visual Reasoning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08651",
      "title": "A Case Study in Assuring AI-Written Software",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08649",
      "title": "Stable Scores, Unstable Answers: Frame Phase and Option Order in Video Multiple-Choice Evaluation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08647",
      "title": "SquidAgent: Parallelize Wisely, Coordinate Efficiently",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08639",
      "title": "Forensic Reserve: Eliciting Latent Knowledge for Image Forgery Detection",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08630",
      "title": "Towards In-Parameter Memory Augmentation for Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08622",
      "title": "Agentic RCA for Internet-Scale Services Using Constrained Creativity",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08621",
      "title": "Recursive Game Creator: An Agentic Product-Level Experience-Oriented Game Harness",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08586",
      "title": "MINDSET: Energy-based Schema Evolution for Long Conversational Agent Memory",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08560",
      "title": "Have I Seen Enough? Frozen Video-Language Models Encode Evidence Readiness",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08539",
      "title": "RSJEV: Discriminative Remote Sensing Scene Classification with Multimodal Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08528",
      "title": "MedCORE: Criteria-Grounded Clinical Reasoning for Interpretable Medical Image Diagnosis",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08526",
      "title": "WareFly-VLA: A Vision-Language-Action Framework for UAV Navigation and Human Tracking in Smart Warehouses",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08514",
      "title": "How Much Evidence Should a Coding Agent's Self-Correction Carry? Adaptive Dirichlet Evidence for Self-Distillation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08513",
      "title": "Wiki-Talkie: Multilingual Benchmarking of Persona-Based Agents on Real-World Discussions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08482",
      "title": "Knee3DVLM: Dual-Sequence Full-Volume Vision-Language Modeling for Comprehensive Knee MRI Assessment",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08463",
      "title": "UNREAL: Unifying Retrieval and Long-Context with a Single Model",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08452",
      "title": "Agentic AutoRAG: RAG Pipeline Optimization through Reasoning-Driven Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08430",
      "title": "NeMo-DCR: Bit-Exact Delta-Compressed Refit for Scalable Agentic RL at Trillion-Parameter Scale",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08414",
      "title": "Image Bitstream Fine-grained Understanding for Privacy-Friendly AIoT",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08407",
      "title": "Seeing the Context: Enhancing Recommender Systems with Image-Derived Contextual Signals",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08403",
      "title": "SSR: Sparse Segment Reduction for Ternary GEMM Acceleration",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08401",
      "title": "GeoPID: Decomposing and Steering Visual Information in Vision-Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08400",
      "title": "Atom-JEPA: Joint-Embedding Predictive Architecture for 3D Atomistic Systems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08364",
      "title": "Transect: Retaining Observability for Long-Horizon LLM Agent Evaluations",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08341",
      "title": "DIPrune: Task-Aware Token Pruning with Dual Importance for Efficient Multimodal Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08337",
      "title": "Machine Learning for German Redispatch Forecasting under Data Delays and Temporal Distribution Shift",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08331",
      "title": "Transferable Spatial Temporal Coherence Adversarial Attack on Black-Box Vision Language Models for Autonomous Driving",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08327",
      "title": "MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08300",
      "title": "Memory Depth and Reconstructed Context Width: A Controlled Evaluation of Hierarchical Retrieval",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08250",
      "title": "MASC: A Multi-Agent Self-Calibration Framework with Latent Construct Alignment for Consistent Client Role-Playing in Psychological Counseling",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08246",
      "title": "LeanPlan: Optimal Planning with LLM-Generated Heuristics and Admissibility Proofs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08245",
      "title": "Aligning Performance with Contribution: Towards Contribution-Aware Fair Recommendation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08232",
      "title": "Behavior-Mining, Generative Conversations, and Collaborative Advisory: the Future of Travel and Tourism Recommender Systems",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08215",
      "title": "Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08208",
      "title": "STRUCTURALCOST: A controlled reading time dataset for modeling human sentence processing difficulty",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08200",
      "title": "Finding the Heads and the Neurons Responsible for Network Information Retrieval in Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08183",
      "title": "Compact Robot Policies Need Fine-Grained Visual Representations",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08164",
      "title": "Align, Then Correct: Training-Free Two-Stage Low-Rank Compensation for Extremely Quantized Large Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08162",
      "title": "The Failure Is in the Readout: Fine-Grained Emotion Recognition Benchmarks Measure Elicitation, Not Perception",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08159",
      "title": "Making COMET Comparable Across Scripts: Diagnosis and Correction of Tokeniser-Induced Script Bias in Indic MT Evaluation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08155",
      "title": "Token-Efficient Multi-Agent Collaboration via System One-Guided Computational Division of Labor",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08136",
      "title": "Adapting Generative Recommenders for Multi-Turn Interaction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08133",
      "title": "VLA-ACL: Action-Consistent Visual Token Pruning for Efficient Vision-Language-Action Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08129",
      "title": "Do LLMs Act on What They Know? From Partner Representations to Cooperative Actions",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08106",
      "title": "ChartBmkAgent: Harness-Governed Multi-Agent Construction of Chart QA Benchmarks from Sparse Error-Taxonomy Specifications",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08101",
      "title": "Beyond Corrected Memory: Execution Consistency in Multi-Agent Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08097",
      "title": "When Tools Lie: Reliability of Mathematical Agents Under Corrupted Tool Feedback",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08090",
      "title": "Explainable Rule Mining of IPv6 Extension-Header Presence Patterns from Paired-Vantage Captures",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08076",
      "title": "SpeedrunBench: Challenging LLM Agents with Video Game Speedrunning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08068",
      "title": "PhysTacGen: Physics-Aware Visual-Tactile Sensor Image Generation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08048",
      "title": "DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08881",
      "title": "Mitigating Uncertainty Interactions in GenAI-based Adaptive Systems: Vision, Challenges and Preliminary Guidelines",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08018",
      "title": "Structured but Silent: Probing Capability Requirements in LLM Hidden States",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07990",
      "title": "A Broader Look at Model Merging: Rethinking Implicit Regularization Induced by Task Arithmetic",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07987",
      "title": "VisionWeave: Weaving Elastic Visual Representations as a Native Capability of MLLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07982",
      "title": "M3SunAgent: Monocular 3D Spatial Understanding Agent for Metric Depth Estimation and 3D Visual Grounding",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07972",
      "title": "Can Agents Work for Everyone? Cross-User Reliability for Mobile GUI Agents in Personalized User Interfaces",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07969",
      "title": "EmbodiedSmith: Scaling Embodied Data through Recursive Self-Improvement Flywheel in Simulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07966",
      "title": "Feature Encoding in VAE-based Audio Decoders: Effects of Input, Depth and Distribution",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07954",
      "title": "Revisiting Numerical Forecasting Models for Language-Based Trajectory Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07948",
      "title": "Confidence Reasoning Graphs: Structured Confidence Estimation for LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07940",
      "title": "Hybrid Latent Attention for Looped Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07937",
      "title": "Leveraging a four-quadrant approach for evaluating Redpine Science",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07935",
      "title": "SIGMA: Self-Improving Alignment Generalization from a Model Spec",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07925",
      "title": "TF-PRVR: Training-Free Partially Relevant Video Retrieval",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07913",
      "title": "Multimodal Knowledge Distillation for Gastric Adenocarcinoma Classification from Whole-Slide Images",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07903",
      "title": "Unsupervised Long-Tailed Adaptation of Vision-Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07887",
      "title": "Visual Abstention in Unified Multimodal Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07886",
      "title": "ShanLiangRen: A Nutrition Agent for Personalized Daily Meal Planning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08879",
      "title": "Tiny-Scale Chinese BERT Pretraining: A Controlled Comparison of MLM, WWM, and MacBERT Strategies",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07881",
      "title": "Self-Referenced Social Preferences: Cooperation without Observing Others Rewards",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07868",
      "title": "CueRator: Agentic Search for Symbolic Rules to Adapt Frozen Multimodal Encoders",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07863",
      "title": "ReFold: Training-Free Reversible Inter-Turn Context Folding for Long-Horizon Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07862",
      "title": "A self-learning scientific agent for X-ray diffraction",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07860",
      "title": "WorkflowOps: Learning Agent Collaboration Priors for Multi-Agent Workflow Orchestration",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07851",
      "title": "RA-MoWE: Workflow-Affinity Embeddings for Query Clustering and Agentic Workflow Generation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07848",
      "title": "Dynamic Positional Attention Modulation for Parameter-Efficient Fine-Tuning of Large Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07835",
      "title": "DHCG: Dynamic Construction of Hierarchical Collaboration Graphs for LLM-Based Multi-Agent Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07832",
      "title": "Harness Engineering for Software Engineering via Modular Executable Dev-Primitives",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07825",
      "title": "Forecast Accuracy Is Not Trading Profit: Evolving Small Recurrent Networks for Stock Return Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07819",
      "title": "$α$Transfer: Coefficient Transfer for Efficient Model Merging",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07817",
      "title": "One Step at a Time: Trading LLM Autonomy for Process Predictability",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07816",
      "title": "Do I Need the Cloud? Uncertainty-Aware Step-Level Handoff for Small Language Model Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07810",
      "title": "SIFT: Search Intent-to-Filter Transformer for Multi-Task Personalized Filter Ranking at Airbnb",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08875",
      "title": "An Empirical Study of Agent Skills' Downstream Utility",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07809",
      "title": "MASKerade: Token-Routed Mask Experts for Dense-to-MoE Upcycling",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07787",
      "title": "OOPMAS: Object-Oriented Multi-Agent Systems for Query-Level Workflow Generation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07782",
      "title": "Persistent Memory in Multi-Agent LLM Inference: What It Costs, What It Buys, and When You Can Tell",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07774",
      "title": "Reading, Not Manipulating: Leveraging Router Logits for Multimodal Safety in MoE Vision-Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08871",
      "title": "CredLeakBench: Evaluating Credential Leakage and Recovery in LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07763",
      "title": "ST-Bench: A Spatial-Temporal Benchmark for Multi-Agent System Generation on Scientific Research Tasks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07761",
      "title": "Contrastive Learning for Aspect Representation towards Explainable Recommendation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07758",
      "title": "Later Is Better: Token Reduction for ViTs Under Distribution Shift",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07757",
      "title": "Acquiring and Verifying Repository Norms for Coding Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07755",
      "title": "Trustworthy Method Comparison with AI Judges: Estimation and Design under Order, Batch, and Aggregation Effects",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07753",
      "title": "From Evidence to Action: How Tool-Using Agents Fail",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07751",
      "title": "How Well Do LLMs Reason with Noisy Evidence? An Active Visual Reasoning Benchmark",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07729",
      "title": "Foveated Compression: Selective High-Resolution Preservation for Token-Efficient VLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07706",
      "title": "WASD: Wasserstein-based Knowledge Distillation for Large Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07704",
      "title": "Independent Multi-Agent Reinforcement Learning with Counterfactual Semantic-Social World Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07689",
      "title": "Unlocking Fine-Grained Perception in CLIP via Structurally-Aware Latent Masked Modeling",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.10580",
      "title": "A Survey on LLM-Integrated Hardware Design Verification",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07668",
      "title": "CACHEFORGE: LLM-Guided End-to-End Generative Cache Replacement Policy for Performance and Hardware Efficiency",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07657",
      "title": "Where Rules End and Judges Begin: Measuring the Judgment Boundary in Multi-Agent Systems Security",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07645",
      "title": "SkillPoison: Progressive Skill Poisoning via Successful Experiences",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07643",
      "title": "Monte Carlo Estimation for KV Cache Eviction",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07640",
      "title": "Towards the Automatic Synthesis of Interpretable Chess Tactics",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07639",
      "title": "HarnessSecurity-Bench: Do Security Mechanisms Really Protect Coding Agent Harnesses?",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07625",
      "title": "Stateless Language Agents: Scaling Long-Horizon Automated Research",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07615",
      "title": "AFA-BANDIT: Provably Near-Optimal Online Multi-Feature Classification Under Budget Constraints",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07594",
      "title": "BiGym 2.0: Benchmarking Learned and Agent-Developed Policies for Humanoid Household Manipulation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07588",
      "title": "Personal-Agent Mediated Recommendation with Cross-Platform User History",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07585",
      "title": "REViT-v2: Hierarchical Windowed Roto-reflection Equivariant ViT for Equivariant Feature Extraction",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07578",
      "title": "Cooperating with Future Collaborators: Multi-Agent RL under Staggered Participation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07576",
      "title": "CETUS: How Far Do Representations Trained on Earth Transfer to Cassini SAR of Titan?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07572",
      "title": "Two Vectors Replace In-Context Demos: Structured Task Adaptation via Embeddings",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07570",
      "title": "Unanimously Wrong: Certified Abstention from How Medical LLM Consensus Forms",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07569",
      "title": "OpenSplatGraph: From Dense Semantic Maps to Structured Scene Graphs for Open-Vocabulary Robot Perception",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07557",
      "title": "CheckerBench: Can Long-Horizon Agents Synthesize Static-Analysis Checkers?",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07556",
      "title": "Decoupled Multi-Agent Orchestration",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07553",
      "title": "Which and When to Admit: Gradient Admission for Data-Centric Small Language Model Finetuning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07550",
      "title": "Foundation Model-Aided Multi-Agent Reinforcement Learning for Wireless Random Access Network Optimization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07535",
      "title": "Disentangling Models from Personas in Heterogeneous LLM Simulations",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07534",
      "title": "The EPIC Framework for Spec-Driven Development",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07533",
      "title": "SkillFormer: Skill-Decomposed Adaptation for Audio Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07532",
      "title": "Safeguarding LLMs via Model-Agnostic Latent Safety Signals from Dark Knowledge",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07522",
      "title": "Activation Denoising: A Robustness View on Parallel vs Sequential LLM Quantization",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07509",
      "title": "On Open-Ended Information Seeking for Information Elicitation Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07491",
      "title": "Who Bears the Burden? Learning Responsibility for Shared Constraints in Multi-Agent Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07489",
      "title": "Deep Defence on Wheels: A Dual Intrusion Detection System Architecture for Comprehensive In-Vehicle Network Security",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07475",
      "title": "Adapting to Changes in Agent Behavior via Finite-Depth Policy Sensitivity",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07473",
      "title": "PsyCIDRA: A Dual-Agent Framework for Psychiatric Interviewing and Diagnostic Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07460",
      "title": "ElasticFit: Fit-Aware 3D Object Insertion via VLM Reasoning and Generative Adaptation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07457",
      "title": "AlignQuant: Tile-Aligned Mixed-Precision Quantization for Efficient LLM Generation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07426",
      "title": "AccentCL: Robust Accent Classification with Incremental Expansion",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07423",
      "title": "2d-fet-bench: from spatial reasoning to fet design on flakes",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07402",
      "title": "Rethinking Semantic ID Construction for Generative Recommendation: SimHash with Parallel Decoding and Semantic Alignment",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07389",
      "title": "Inference and learning in sparse autoencoders as natural gradient flow",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07385",
      "title": "Semantic Capability Acquisition and Specialization During Vision-Language Model Fine-Tuning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07376",
      "title": "MemCo: Memory-Centric Collaboration for Generalizing LLM Agents to Unseen Environments",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07359",
      "title": "Evaluate the Stack, Not the Layer: Do Deterministic and LLM Gates for Agent Actions Fail Independently?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07355",
      "title": "Tracking Is Not Permanence: What Video World Models Keep of a Hidden Object",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07349",
      "title": "RELACE: retrospective likelihood-based action credit estimation for long-horizon language agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07348",
      "title": "Stepped MoE: Segment-Level Routing with Configurable Inference Complexity",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07339",
      "title": "A doctrine-grounded visual question answering dataset for Tactical Combat Casualty Care",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07338",
      "title": "Logbook: Extremely Long-form Audio Event Understanding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07335",
      "title": "Selective Critique for Cost-Aware LLM Agents in Long-Horizon Decision Making",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07332",
      "title": "Structuring MoE Expert Selection for Agentic Reinforcement Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07324",
      "title": "Scale-Invariant Training for Time Series Foundation Models",
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      "observations": []
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    {
      "id": "2610.07311",
      "title": "Understanding and Mitigating Inference-Time Overreliance Using Agentic Memory",
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      "observations": []
    },
    {
      "id": "2610.07289",
      "title": "Catching Developers in the Flow: Low-Latency Agentic Program Repair at Google Scale",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.07269",
      "title": "What Words Keep of a Place: Zero-Shot Language Reasoning for Cross-View Geo-Localization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.07261",
      "title": "Verifying Coordination in Parallel Coding Agents: NP-Bench and a Scheduling Planner",
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      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07258",
      "title": "Lineage-Aware Memory Governance: A Derivation-Gated Framework for Privacy-Preserving Column-Level Access Control in Enterprise AI Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.07243",
      "title": "Hybrid Cross-Modal Attention Network for Early Breast Cancer Detection in Low-Resource Clinical Settings",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07191",
      "title": "Agentic Design Space Exploration for Joint Hardware Configuration Selection and Mapping of AI Inference Workloads on Heterogeneous Edge SoCs",
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      "observations": []
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    {
      "id": "2610.07168",
      "title": "A theory of platonic representations in language models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.07132",
      "title": "CroissantMiner: Automated Extraction and Validation of Croissant Metadata for ML Datasets",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06844",
      "title": "Learning to Read the Contextual Tokens in Diffusion Transformers",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06843",
      "title": "Recursive Video In-Context Learning for Agentic Robot",
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      "observations": []
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    {
      "id": "2610.06830",
      "title": "MemPilot: Orchestrating On-Demand Multimodal Memory Curation for LLM Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06825",
      "title": "PlotGround: Grounding Plot Digitization in Real Scientific Figures and Their Source Data",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    },
    {
      "id": "2610.06817",
      "title": "Paradee: Distilling Kokoro-82M into an 8M-Parameter Single-Voice Text-to-Speech Model",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07127",
      "title": "PlaySuite: A Large-Scale Benchmark for Interactive Visual Intelligence",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06790",
      "title": "Back to the Future: Rethinking EDA Infrastructure for Agentic Systems in Chip Design Verification",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06784",
      "title": "How to scale your HEP ML models: A recipe for robust architecture comparisons at scale",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07121",
      "title": "SoloQ: Calibration-Free Quantization for Diffusion Language Models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06751",
      "title": "MatrixFormer: A Foundation Model for Matrix Completion",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06750",
      "title": "Balancing Memory Pathways: Analyzing and Improving Memory Utilization in Hybrid LMs",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06748",
      "title": "BazaarBench: Delegation Safety in Decentralized C2C Marketplaces Run by LLM Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06726",
      "title": "Decoupling Time and Space: A Temporally Conditioned Refinement for EEG Source Imaging",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07118",
      "title": "AMBER: Training Long-Horizon Web Agents through Append-Only Memory",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06715",
      "title": "Domain adaptation of Russian ModernBERT for long legal documents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06703",
      "title": "Reading the Mood: Emotion-Guided Book-to-Music Recommendation via CGANs and LLMs",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06695",
      "title": "MedPrune: Topology-Efficient Multimodal Multi-Agent Communication Evolution for Medical VQA Tasks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06686",
      "title": "OVAL: Output-Aware Local Page Bases for KV Cache Retrieval",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06685",
      "title": "Aligning Multimodal Patient Evidence with Biomedical Knowledge Graphs for Clinical LLMs",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06670",
      "title": "Reward Stealing Attack on Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06666",
      "title": "What Matters for Latent Reasoning with Flow Matching",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06651",
      "title": "Considering Context: When World Models Need Context Encoders",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06650",
      "title": "Wikidata Search Traces: A Dataset for Training Knowledge Graph Search Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06647",
      "title": "LoGRA: Scaling LLM Reinforcement Learning with Low-Rank Gradient Sketches",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06636",
      "title": "Differentially Private Mixing of Public Datasets Improves Private Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06617",
      "title": "RealtimeWAM: One-Step Asynchronous World Action Models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06616",
      "title": "Video Encoders Built on Image Representations",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06614",
      "title": "FREA: A Multi-Source Expert Benchmark for Reaction Feasibility Verification",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06611",
      "title": "Lens3D: Target-Conditioned Visual Foveation for Fine-Grained 3D Understanding",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06603",
      "title": "Word-Level Text Unmixing via Evidence-Preserving Ownership Routing with Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06598",
      "title": "SimForcing: Distilling Simulation Motion Priors into Real-Domain Robot World Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06597",
      "title": "Can Agent Harnesses and Inference Engines Hear Each Other? The HEAR Protocol for Agentic LLM Serving",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06590",
      "title": "SPRIG: Semantic-ID-enhanced Paths for Knowledge Graph-based Generative Recommendation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06584",
      "title": "Does AI Help Cyber Attackers or Defenders? Evidence from Nonpublic Vulnerabilities and Subsequent Attacks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06582",
      "title": "Mind the Execution Gap: Action-Semantic Mismatch in World-Model Control",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06576",
      "title": "Before Agent Tells The Lie: Has Deception Already Been Represented?",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06571",
      "title": "BrainTRACE: Tracing Longitudinal, Multimodal, and Volumetric Evidence in Brain MRI Clinical Reasoning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06563",
      "title": "HERA: Harness-Environment Co-Evolution for Reliable Agentic Abstention",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06514",
      "title": "ANT: A Multi-Granularity Network Traffic Dataset and Benchmark for Agents Behavior Auditing",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06479",
      "title": "Behavior-Preserving KV Cache Compression",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07105",
      "title": "Beyond Successor Accuracy: State Retention for Recursive Self-Improvement in Recommendation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06454",
      "title": "AgentPrivArena: Evaluating and Auditing Real-world AI Agent Privacy",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06446",
      "title": "The Assistance Dilemma: Learning to Teach via Multi-Turn Reinforcement Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06413",
      "title": "SpatialChain: A Benchmark for Auditing Spatial Reasoning Faithfulness in VLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06411",
      "title": "From Benchmark to Bench: Can Agents Survive Real-World Drug Discovery?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06409",
      "title": "FlashCart: Fast Cartesian Tensor Products for Equivariant Interatomic Potentials",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06406",
      "title": "What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06404",
      "title": "Quantifying the Stability of Multi-Step Reasoning via Error Amplification",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06401",
      "title": "RAISED: Self-Distillation for Robustness to Prompt Injection in LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06394",
      "title": "Harnessing Multimodal Large Language Models for Training-Free Human-Object Interaction Detection",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06387",
      "title": "Scaling Down the Scaling Laws: Parameter Efficiency and Compute-Optimal Training in Resource-Constrained Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06324",
      "title": "Readout Blindness: VLM Scores Miss the Spatial Direction Their Frozen Encoders Retain",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06320",
      "title": "CRAFTER: Causality-based Self-adaptation for Autonomous IoT Systems",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07091",
      "title": "Smart Content Ingestion for Generative AI Workloads",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06293",
      "title": "VepAgent: Bridging Causal-Transition via Tool-Augmented Reinforcement Learning for Video Event Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06286",
      "title": "DeferKV: Rethinking Eviction Timing for One-Shot KV Cache Compression",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06269",
      "title": "Evolving in Thought Space: Training a Small Model at Test Time Unlocks Better Discoveries",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.07089",
      "title": "Towards a Unified Misuse Monitoring Benchmark",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06251",
      "title": "Shared Stopping Decisions Change Answers in HQQ Cache Quantization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06226",
      "title": "LeAVJEPA: A Minimalist Architecture for Audio-Visual Self-Supervised Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.07086",
      "title": "SchemaFill: Efficient LLM Tool Calling via Slot-Parallel Speculative Decoding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06207",
      "title": "AI-Decision Checkpoints for AI-Augmented Business Process Management: Framework and Educational Instantiation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06204",
      "title": "Do Small Language Models Learn to Negotiate? A Controlled Scaling Study of RL-Trained Sellers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06196",
      "title": "EORestore-Agent: Fidelity-Guided Agentic Restoration of Remote Sensing Images with Composite Degradations",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06193",
      "title": "Correct Code, Broken Contributions? SWE-CC: Benchmarking Repository Policy Compliance for Coding Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06192",
      "title": "Copies or Sources? Measuring How LLM Aggregators Count Restated Evidence in Multi-Agent Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.06191",
      "title": "Judged Useless, Queried Anyway: Tool-Using Agents Rarely Turn Their Own Evidence Judgments into Stopping Decisions",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    },
    {
      "id": "2610.06190",
      "title": "Bridging the Evidence-to-Execution Gap:A Reflective Agent for Multi-Objective Peptide Design",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06163",
      "title": "Where Did the Repair First Go Wrong? Localizing the Origins of Silent Failures in Agentic Vulnerability Repair",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06161",
      "title": "Introducing Code-Switched Contexts to Cognitively-Inspired Bilingual Model Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06148",
      "title": "Reinforcement Learning-Based Optimization of Workload-Aware Power Delivery Networks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06147",
      "title": "Efficient Test-time Adaptation through Candidate Verification and Divergence Shifts",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06122",
      "title": "Benchmarking Jailbreak Guardrails for Embodied Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06100",
      "title": "From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06083",
      "title": "Boosting Transferable Adversarial Attacks against Deep Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06069",
      "title": "Attention Tax, Handoff Tax: A Stylised Model of When Multi-Agent LLM Systems Help",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06064",
      "title": "TrustMI: Causally controlling how assistants trust their users",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06063",
      "title": "Vision Transformer Ensembles for Panoramic Street Segmentation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06056",
      "title": "ROT: Rotating Hidden States towards Contextual Vectors for Hallucination Mitigation in LVLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06050",
      "title": "MATE: Adaptive Long- and Short-Term User Memory for LLM-Based Recommendation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06047",
      "title": "Let the Agent Do It? How Software Practitioners Understand and Make Permission Decisions in Agentic AI Assistants",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.06039",
      "title": "MercerFlow: Flow Matching in a Kernel-Induced Latent Space for Probabilistic Forecasting",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06026",
      "title": "Differentiable Bit-Widths: Co-optimizing Pruning and Quantization via SVD for Ultra-Efficient LLM Compression",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06025",
      "title": "Grounded Joint-Attention Other-Play for Zero-Shot Coordination",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06021",
      "title": "Scalable Minimal-Change Learning for Controllable Image Editing",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06019",
      "title": "Adaptive Expert Guidance for Efficient On-Policy Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06018",
      "title": "Investigating Query-Insensitive Behavior in Spatio-Temporal Video Grounding",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.08858",
      "title": "LRCC: Generalizing Low-Rank Compression with Conditional Computation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.06001",
      "title": "AgentSpy: Making AI Agent Behavior Observable",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05994",
      "title": "How (and How Not) to Use Data Augmentation in VLA Post-Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05993",
      "title": "From Transformation to Target State: Rethinking Query Representation for Zero-Shot Composed Image Retrieval",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05982",
      "title": "Breaking the Tie: A Cluster-Aware Routing Framework for Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05981",
      "title": "Mechanizing the User's Eye: Pre-Registered Deployment of a Sabotage-Validated Fail-Plausible Observer in a Production LLM Agent Runtime",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05978",
      "title": "Byte Language Models: Scaling, Emergent Abstractions, and Information Allocation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05961",
      "title": "Strategic Multi-Agent Learning for Interpretable Action Valuation of All Players in Football",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05949",
      "title": "Technical Report on the Turba Fertilizer Machine Learning Stack in Morocco",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05940",
      "title": "ReMem: Streaming Video Understanding With Long Context Retention",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05897",
      "title": "Fitting Vision Adapters at Frontier Scales",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05896",
      "title": "TasteRoute: Personalized Routing for Video Generation",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05885",
      "title": "The Optimization Landscape of Learning Compacted Context Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07062",
      "title": "Learning to Simulate Individuals from Macro Social Signals",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05879",
      "title": "Learning to Learn a Language",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05874",
      "title": "Global Communication or Graph-Specific Memory?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05872",
      "title": "Off-Policy Merging Beats On-Policy Self-Distillation for Continual Learning",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.07060",
      "title": "Skillful Data-Driven Subseasonal Soil Moisture Forecasting: Prospects and Limits for Flash Drought Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05863",
      "title": "CCQ: A Multi-State Child Care Quality Dataset to Support AI for Children's Health Research",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05861",
      "title": "Imagine to Act: High-Fidelity Data Synthesis via Image Editing World Model for Scalable GUI Agent Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05842",
      "title": "HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05833",
      "title": "Request Order Matters: Cache-History Sensitivity in Selective KV-Cache Reuse for Rolling Agents",
      "review_decision": "accepted",
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      "observations": []
    },
    {
      "id": "2610.05828",
      "title": "Data-Driven Personas for Survey Simulation: Insights into Simulation Alignment Across Data-Access Regimes",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    },
    {
      "id": "2610.05787",
      "title": "Constraint-Aware Conversational Job Recommendation in Code-Mixed Low-Resource Settings",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05778",
      "title": "MedicalHarness: A Controlled Evaluation of LLMs and Agent Harnesses on Medical Tasks",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05774",
      "title": "AdaSpark: Adaptive DSpark with Online Learning for Tree Verification and N-gram Fill",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05750",
      "title": "Beyond Semantic Similarity: Performance and Costs of Agentic Retrieval for Complex Tasks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05744",
      "title": "CIPHER-MoE: Balancing Efficiency and Routing Fidelity in Trillion-Scale MoE Training",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05715",
      "title": "Rotated, but How Far? Diagnosing and Improving Object-Rotation Reasoning in VLMs",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05709",
      "title": "Nexus: An Execution Fabric for AI Agents Across Cloud, Edge, and Devices",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05697",
      "title": "From Token-Max to Outcome-Max: How You Use AI Determines Its Productivity",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05690",
      "title": "Errors of LLM-Assisted Literature Retrieval in Environmental Science: A Comparison Study of Abstract versus Full-text Based Prompts",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05685",
      "title": "Spend Bytes on Breadth: Precision-Count Trade-offs for Decode-Time KV Compression in Long Chain-of-Thought Reasoning",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05681",
      "title": "Automatic Speech Recognition for Low-Resource Sinhala: A Critical Review of Methods, Challenges, and Future Directions",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
    },
    {
      "id": "2610.05670",
      "title": "Generate What You Can Trust: Content Credibility in Generative Recommenders",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05664",
      "title": "StageVLN: Spatial and Trajectory Auxiliary Guidance for Efficient Vision-Language Navigation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05637",
      "title": "Visual Grounding Safety in Vision-Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05630",
      "title": "Atomic Visual Entailment: Enhancing Zero-Shot Vision-Language Reasoning through Atomic Fact Decomposition and Learned Selection",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05622",
      "title": "UndoBench: Separating Task Competence from Recovery Capability in Tool-Using AI Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05615",
      "title": "DREAM: Dynamic Resolution Assignment For Multimodal Multi-agent Debate",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05591",
      "title": "What Is a Repeated Token Worth? The Scaling Geometry of Multi-Epoch Pretraining",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05586",
      "title": "AgentDoxx: Agentic Re-identification of Anonymized Text with Web Search",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05572",
      "title": "Disentangling Task Difficulty from Run-Level Failure in Agent Failure Prediction",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05569",
      "title": "Factoriax: A GPU-Accelerated Factorio-Style Simulator for Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05563",
      "title": "G-CARB: Graph-Localized Conformal Agent Risk Budget for Compositional Harm",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.05559",
      "title": "Cut Binary Cross Entropy: Efficient Large-Vocabulary Loss and Gradient Kernels for Sequential Recommendation",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05540",
      "title": "SALUS: Automated Auditing of NL-to-SQL Benchmarks through Weak Supervision of Multi-Agent Output",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05538",
      "title": "LiFT: Loop Flow Transformers",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05532",
      "title": "DelegationBench: Measuring When AI Agents Should Ask Before Acting",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05501",
      "title": "Logic-Logit: A Logic-Based Approach to Choice Modeling",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05484",
      "title": "Universal Test-Time Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05473",
      "title": "Hierarchical Reinforcement Learning with Stable Temporal Abstraction for Language Model Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05463",
      "title": "Human-Like Attention? A Psychophysical Comparison of Visual Search in Humans and MLLMs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.05461",
      "title": "AI Safety via Debate is Compromised by Cognitive Biases",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07032",
      "title": "Investigating Model Compression for Neural Machine Translation in the Biomedical Domain",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05425",
      "title": "Unmentioned Checklist Findings Change How Reinforcement Learning Appears to Improve Chest Radiograph Report Checking",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05418",
      "title": "EvoMem-VLA: State-Evolution Memory for Long-Horizon Robot Manipulation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05417",
      "title": "Render to Reason: Novel-View Semantic Prediction Improves Spatial Understanding in VLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05413",
      "title": "A Strong Baseline for Evaluating Vision Encoders in Multimodal Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05402",
      "title": "Task Vector Descent: Learning from Non-IID Batches",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05400",
      "title": "CASE: Cost-Aware Stopping for Efficient Long-Video Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05399",
      "title": "Adaptive Code Revision Attacks on AI Pull Request Reviewers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05398",
      "title": "MMPostTrainBench: Benchmarking Autonomous Research for Multimodal Post-Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05387",
      "title": "GNN-CB: A Graph Neural Network Competition Benchmark for Human and LLM Evaluation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05383",
      "title": "Sibyl: An Efficient Small-large Model Collaboration Framework for Long-horizon Tasks",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05380",
      "title": "VHDL-REPOBENCH: A Repository-Level Benchmark for Evaluating Large Language Models on VHDL Design Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05369",
      "title": "AutoDP-LLM: Automating Data Pre-processing for Intrusion Detection Systems using Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05342",
      "title": "IRSTD-Agent: Agentic Infrared Small Target Detection via Zoom-Guided Interaction Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05334",
      "title": "AgentDiscover: Autonomous Discovery with Minimal Search Scaffolding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05319",
      "title": "Understanding the Hierarchical Structure and Functional Landscape of the Model Context Protocol Ecosystem",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05318",
      "title": "Robust Parameter-Efficient LLM Adaptation on Analog Hardware",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05306",
      "title": "Kinematics-Centric Continuous Sign Language Retrieval with Gloss-Guided Boundary-Aware Alignment",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05305",
      "title": "Characterizing Parallelism Strategies in LLM Inference: Fundamental Compute-Communication Trade-offs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05303",
      "title": "ASCENT: Online Test-Time Training of Long-Horizon Agents via Self-Distillation of Verified Experience",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05300",
      "title": "MESH-Harness: Self-Improving Agent Harnesses via Bandit-Guided Compositional Evolution",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05295",
      "title": "Readable Before Actionable: Causal Tracing of Indirect Prompt Injection",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05292",
      "title": "Erased, Rerouted, or Rescaled? Post-Training and the Causal Quotient of a Language Model's Belief State",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05284",
      "title": "Fusion is the New Mutation: Bandit-Guided Evolution on Workflow Graphs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05274",
      "title": "Answer with Evidence: Consistency-Aware Grounded Visual Question Answering for Roadside Traffic Scenes",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05273",
      "title": "When and What to Prune? Stage-Aware Visual Token Pruning for Efficient VLA",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05249",
      "title": "ArticuTable: Generating Instance-Level Interactive Rigid-Articulated 3D Tabletop Scenes from a Single Image",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05247",
      "title": "templar: agentic induction and evolution of standardized radiology reporting templates from large-scale clinical corpora",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05241",
      "title": "StateWise: Diagnosing and Repairing Persistent Operational State Before Agent Actions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07014",
      "title": "DTFormer: Text-Guided Semantic Alignment for RGB-D Segmentation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05223",
      "title": "Look Before You Leap: Thermodynamic Arbitration of Parametric and Non-Parametric Knowledge in LLM Agents via Self-Regulating Memory Architectures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05220",
      "title": "Ranking Bandits for Carousel Interfaces with Observable Browsing Depth",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05219",
      "title": "Safe Context Switching for Agents in the Wild: Mitigating Subspace Interference via Orthogonal Adaptation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05190",
      "title": "FORGE: Verification-Gated Behavioral Repair for Generative Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05185",
      "title": "Recurrent Latent Visual Search for GUI Grounding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05176",
      "title": "AECG: Asymmetric Experience Consolidation and Governance In Multi-Agent Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05162",
      "title": "Memadapter: Counterfactual Adaptation Against Memory-induced Sycophancy",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05132",
      "title": "SpecAgent: Empowering Program Verification with Agentic Synthesis of Formal Program Specifications",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05131",
      "title": "RoMod: Temporal Routing Modulation via Mixture-of-Experts for Video Anomaly Detection",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05129",
      "title": "Representation--Behavior Alignment for Explainable Weakly-Supervised Video Anomaly Detection",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05126",
      "title": "Selecting Repetition Counts Across Model Scales in Data-Constrained Pretraining",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05124",
      "title": "Memory Canonicalization: A Framework and Benchmark for Cross-Model Drift in Persistent LLM Memory",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05119",
      "title": "LexiHorizon: Stabilizing Reinforcement Learning for Long-Horizon Deep Search",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05114",
      "title": "Belief-Trajectory Energy: Measuring the Path to a Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05111",
      "title": "InstMoE: Adaptive Multimodal Routing with Specialized Experts",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05107",
      "title": "SearchJev: A Fast and Calibrated System-1 Model for Search Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.07004",
      "title": "Topology-Consistent Task Planning over Cellular Workflow Complexes for LLM-based Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05103",
      "title": "VulValidate: Auditing Function-Level Vulnerability Labels with Executable Evidence",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05100",
      "title": "METRO: Metric-Enhanced Token Routing Operator",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05097",
      "title": "ReMAP: Restoring the Perceptual Cycle with Reasoning-Time Latent Visual Memory",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05066",
      "title": "Salvation Lies Within: Eliciting Inherent Style Transfer in Step-Distilled Diffusion Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05047",
      "title": "Beyond Task Completion: Measuring Interaction Cost in Terminal User Interfaces",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05041",
      "title": "Communication Shapes Collective Inference in Self-Adapting LLM Societies: Evidence from Mafia",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05039",
      "title": "Causal Improvement Graph for Agentic Harness Optimization",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05037",
      "title": "SparseCraft: Agentic Hardware-Software Co-Optimization for Sparse Computing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05036",
      "title": "Characterizing Security Effects of OSS Vulnerabilities in Agent Systems",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05030",
      "title": "EVISKILL: Grounding Skill Evolution in Replayable Evidence",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05029",
      "title": "SPACE-CLIPv2: Decoding Local Geometry from Frozen CLIP for Monocular Depth Estimation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05026",
      "title": "GeoBridge-VLA: Geometry-Aware Residual Adaptation for Vision-Language-Action Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06993",
      "title": "DART-ES: Difficulty-Aware Reweighting and Targeted Replay for Fine-Tuning LLMs with Evolution Strategies",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05025",
      "title": "Triggering Generalist Reasoning via Predictive Uncertainty for Dual-System VLA",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05024",
      "title": "LightVLN: Efficient Aerial Vision-and-Language Navigation with Compact Memory and History-Guided Local Aggregation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05023",
      "title": "Look Where You Say You're Looking: Self-Grounded Attention for Visual Reasoning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.05009",
      "title": "Rethinking Tool Design for Agentic RCA: A Controlled Empirical Study",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04991",
      "title": "CIPO: Counterfactual Imagination Policy Optimization for Adaptive Tool Granularity Selection",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04977",
      "title": "Do LLMs Understand Sequential Structure? A Controlled Study of Inference and Generation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04976",
      "title": "Priced Guidance: Can Language Models Generate Future Research Ideas?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04973",
      "title": "TrajLong: Co-Designing Agentic and Long-Context Supervision for Mid-Training",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04961",
      "title": "Building LLM Agent Systems the Deep Learning Way: From Modular Design to Architecture Search",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04957",
      "title": "Trinity: One Differentiable Physics for Training, Refining and Scoring Generative Floorplanners",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04940",
      "title": "Software World Models: From Consequence Prediction to Decision Value",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04927",
      "title": "Assembling Insights for Agentic Machine Learning Engineering Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04921",
      "title": "Complex Agents, Shallow Tests: Demystifying and Enhancing Test Adequacy of Agent Harness in the Wild",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04918",
      "title": "Residual Visual Credit Optimization: Conserved Evidence Routing for Multimodal Reinforcement Learning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04916",
      "title": "PreAct-Nav: Agentic Reasoning Before Action for Urban Navigation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04915",
      "title": "Are We Measuring Scientific Intelligence? Rethinking the Evaluation of AI Scientists",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04893",
      "title": "SFlexRCA: Lightweight, Scalable, and Flexible Root Cause Analysis for IIoT Edge Systems",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04889",
      "title": "ForkPilot: Self-Evolving Policy for Retrospective Search in Long-Horizon Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04878",
      "title": "Bounded Reasoning: Cognitive Hierarchy in Human-versus-AI Cyber Defense",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04868",
      "title": "From Memory to Guide: Spatio-Temporal Composer for Procedural Coding Memory",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04867",
      "title": "Greedy Local Learning for Language Model Pretraining: Gaps and Objective Design",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04862",
      "title": "GitSwarm: Decentralized Compounding Inference",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04832",
      "title": "Agent Skill Evolution: How Revisions Affect Coding Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06977",
      "title": "Visual-Invariance-Augmented Feature Optimal Alignment for Transferable Adversarial Attacks against Closed-Source MLLMs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04824",
      "title": "Agent Behavior as Code: Efficient and Robust LLM Agents with Programmatic Specifications",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04805",
      "title": "ExStereo: Lifting 2D Vision-Language-Action Models to 3D with Explicit Stereo Representations",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04802",
      "title": "Multi-Agent Spectrum Sharing",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04794",
      "title": "Knowing the Store: What a Memory Backend Must Write Down Before an Agent Can Read It",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04792",
      "title": "Do More Modalities Always Help? A Geometric Perspective on Missing-Modality Robustness",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04779",
      "title": "Asymmetric Repository Lineage Modeling and Verifier-Guided Coordination in Concurrent AI Coding Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04777",
      "title": "ARISE: Adaptive Agentic Reasoning with Image-grounded Self-Evaluation for Interpretable IBD Assessment",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04753",
      "title": "More Value per Key: Asymmetric Sparse Attention for Faster LLM Decoding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06972",
      "title": "BoT-Feedback: Grounding Multimodal Reasoning in Biomechanical Evidence for Explainable Human Action Feedback",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04740",
      "title": "Toward a Locally Deployable Agentic Co-Scientist: Small-Model Planning for Early-Stage Drug Discovery",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04721",
      "title": "Knossos and Ariadne: Benchmarking and Learning Complete Diagram Topology Extraction with Vision-Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06971",
      "title": "AegisFlow: A Multi-Agent Agentic AI Framework for Autonomous Remediation and Self-Healing in Fragile Data Ecosystems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04716",
      "title": "Towards Automatically Pruning Logging Code with Coding Agents: How Far Are We?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04699",
      "title": "Not Self-Decidable: LLMs Cannot Draw the Boundary of What an Agent Verifier Can Check",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04687",
      "title": "Understanding Errors in LLM-Based Question Answering over Imperfect Tables",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06966",
      "title": "APEX: Active Protection at Execution Boundaries for LLM Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04672",
      "title": "MASBench: Benchmarking LLM-based Multi-Agent Collaboration under Partial Observability",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06964",
      "title": "Principles that Guide, Actions that Inform: Agent Evolution via Knowledge Abstraction",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04658",
      "title": "RETRACE: From Entangled Repair Histories to Reusable Experience for CI Repair",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06963",
      "title": "WavePrune: One period is often enough for RoPE",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04651",
      "title": "GS-Codec: A Gaussian-Splatting Bottleneck for Neural Audio Coding",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04646",
      "title": "SEIS: Self-Evolving Inference Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04641",
      "title": "Back to the Future: Regressing Readability Features from LLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04639",
      "title": "When Talk Isn't Code: Comparing LLM Agents That Simulate and Develop Software",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04636",
      "title": "Does Neural Complexity Improve Health Misinformation Detection? A Leakage-Controlled Cross-Corpus Benchmark",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04616",
      "title": "PerturBot: Breaking Shortcut Priors in Vision-Language-Action Models with Perturbative Training",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04611",
      "title": "Practical Runtime Enforcement of First-Order Temporal Requirements",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04607",
      "title": "ForeAct3D: Policy-Grounded Future World Modeling for VLA Policies",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04589",
      "title": "StegoMemory: Agentic Memory Acts as Covert Steganographic Channel",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04580",
      "title": "Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04575",
      "title": "From Probe Scores to Alarm Policies: Operational Validity of Activation Monitors for Language-Model Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04569",
      "title": "From Transformers to Weighted Automata: Towards the Verification of Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04555",
      "title": "$\\mathrm{TRIZ}^{a}$: Guiding Agent Evolution from Pattern Recognition to Solution Invention",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04544",
      "title": "Label Agreement Does Not Measure Authorization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04541",
      "title": "Autonomous Structuring of Radiology Reports Across Modalities at Archive Scale Using an Open-Weight Large Language Model",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04528",
      "title": "Quantifying Collusion Among Autonomous LLM Agents: A Statistical Analysis of the Collusion Wiki Incident",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04518",
      "title": "Length Generalization Needs Proper Regularization",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04517",
      "title": "EvoCast: Reliable Autonomous Research Agents for Iterative Forecasting Architecture Evolution",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04512",
      "title": "Correctness Is a Direction: Geometric Answer Selection in Language Models",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04507",
      "title": "LoRA's Second Descent Extends Beyond Parameter Parity",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04506",
      "title": "EgoExo-Next:Benchmarking Vision-Language Models on Visual-Option Next-State and Cross-View Reasoning",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04504",
      "title": "The Same Zero: Why Identical ASR Can Imply Different Guarantees in LLM-Agent Security",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04502",
      "title": "Localization Lens for Improving Medical Vision-Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06950",
      "title": "Learning to Decide, Not to Reason: Parameter-Efficient Decision Operators via Low-Rank Activation Steering",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04499",
      "title": "Homogeneous Semantic Alignment and Hierarchical Expert Routing for Radiology Report Generation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04494",
      "title": "DreamTest: World-Model Surrogates for Search-Based Testing of Deep Reinforcement Learning Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04488",
      "title": "Can LLM Agents Automate Reinforcement Learning for Text-to-Speech?",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.06949",
      "title": "AdaLoop: Adaptive-Depth Latent Reasoning for Audio Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04433",
      "title": "What Does a Harness Buy? Tokens, Mostly",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04432",
      "title": "Video2World: Benchmarking Coding Agents for Interactive World Modeling from Embodied Videos",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04429",
      "title": "Asking Earns Nothing: Scoring the Decision to Act in BFCL Multi-Turn",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04425",
      "title": "AgroGround: Multi-Granularity Grounded Recognition in Agriculture",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04424",
      "title": "On the Trade-off Between Information Loss and Generalization in Sparse Attention",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04418",
      "title": "CORE-RL: Confidence-Oriented Reliability Evaluation of Black-Box Reinforcement Learning Policies",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04413",
      "title": "Specific Algorithmic Interpretability of Neural Networks: A Case Study on Textures",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04409",
      "title": "Understanding and Mitigating Hallucination Escape in Tool-Using LLM Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04403",
      "title": "Saying, Not Knowing: Aggressively GGUF-Quantized Small Language Models Still Write Rare Words They Can No Longer Define",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04381",
      "title": "Beyond Plausibility: Verifiable Fine-Grained Image Editing on Structured Assets",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04379",
      "title": "AgentPersonaBench: Benchmarking Persona-Driven User Simulation",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04378",
      "title": "COPEX: Benchmarking LLM Robustness to Adversarial Context Across Model Context Protocol Layers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04375",
      "title": "Do Tool Calls Execute as Intended? Measuring and Repairing Intent-Execution Correspondence in LLM Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.04371",
      "title": "Functionally Equivalent or Not? Graph-Grounded Differential Surrogate Execution for Code Equivalence",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04366",
      "title": "Human Behavior-Informed Crash Scenario Generation with Real-World Crash Priors for Autonomous Vehicle Safety Evaluation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04318",
      "title": "Rethinking Long-Video Efficiency: A Joint Allocation Perspective on Frames, Pixels, and Front-End Latency",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.04303",
      "title": "What to Preserve in Recursive Computation: A Local Predictive Sufficiency Principle",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04302",
      "title": "From Valid to Useful: Post-Verification Acquisition for Recursive Self-Improving Recommendation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04292",
      "title": "LMBuild: Evaluating LLM Agents for Generating Buildable and Functional Structures",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04278",
      "title": "Do RUL explanations hold up? Faithfulness and stability of attributions on C-MAPSS",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.04263",
      "title": "Multimodal Dual-Encoder Retrieval for Automated ICD Coding",
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      "title": "Language Models that Play Chess and Explain Their Moves",
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      "title": "NeutronGym: Physics-Graded Neutron Instrument Design for LLM Agents",
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      "id": "2610.03585",
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      "title": "XGenAct: Geometry-Enhanced World Action Models through Cross-Task Generation",
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      "id": "2610.03468",
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      "title": "From Patching to Pruning Visual Computation in Vision Language Models",
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      "title": "To Jev or Not? Evaluating the Accuracy and Efficiency of Structured Decision Models for Hate-Speech Moderation",
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      "title": "Architecture-Dependent Fusion Pathways in MLLMs",
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      "title": "COSMI: COmpositional Synthesis of Multi-object Interactions",
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      "title": "D2K-Bench: Can LLM Agents Turn Expert Designs into Efficient GPU Kernels?",
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      "title": "Evolving Hybrid Quantum-Classical Architectures for Image Classification",
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      "title": "StanceEval 2026: The Second Stance Detection Shared Task",
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      "title": "Toward SLM-based agentic task-tool intent matching",
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      "title": "Predicting and Repairing Merge Collapse in Large Language Models",
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      "title": "KV$^2$: A Self-Refining KV Cache",
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      "title": "A Guideline-Augmented Multi-Agent Framework for Schema-as-Code Biomedical Named Entity Recognition",
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      "title": "Revealing Epistemic Uncertainty in MLLMs via Causal-Invariant Masking",
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      "title": "Found but Not Read: When Extracted Text Closes the Retrieval-Reading Gap in Document Vision-Language Models",
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      "title": "LEAP: Learning Efficient Action Proposals For LLM Agents",
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      "title": "Distributed Learning with Selective State Space Models: Architecture-Aware Convergence Analysis",
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      "id": "2610.02657",
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      "title": "Reinforcement Learning Techniques for the Optimization of Target Polarization in Nuclear Physics Scattering Experiments",
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      "title": "ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research",
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      "title": "GeoLatent: Geometry-Guided Latent Structuring with Routed Optimization for 3D Reasoning",
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    {
      "id": "2610.02019",
      "title": "Controllable Multi-label Video Safety Detection via Adaptive Tversky Policy Optimization",
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      "title": "Bellman Meets Lyapunov: Unsupervised Reinforcement Learning via Mastering Chaos",
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      "id": "2610.02005",
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      "id": "2610.01999",
      "title": "From Reasoning Failures to Composable Video Spatial Intelligence",
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      "id": "2610.01981",
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    {
      "id": "2610.01962",
      "title": "SIEVE: Selective attention-value Suppression for Vision-Language Models Unlearning",
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      "id": "2610.01944",
      "title": "Anti-Persona: Disrupting Unauthorized Identity Binding and Recognition in Personalized Vision--Language Models",
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      "id": "2610.01939",
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    {
      "id": "2610.01921",
      "title": "Cross-Lingual Alignment for Decoder-Only Models using MoE Routers",
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      "id": "2610.01917",
      "title": "MoLE: Mixture of Latent Experts for Complementary Visual Reasoning",
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      "id": "2610.01894",
      "title": "A foundation for systematic analysis of transformers and RNNs for tractography",
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    {
      "id": "2610.01882",
      "title": "Flowing Faster to Coordinate: One-Step Online Multi-Agent Flow Policies",
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    {
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      "title": "Beyond Decodability: Do Acoustic Factors Drive Predictions in Speech-Based Alzheimer's Assessment?",
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      "id": "2610.00223",
      "title": "A Holistic Assessment of the Carbon Footprint of Noor, a Very Large Arabic Language Model",
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    {
      "id": "2610.00204",
      "title": "Query Independent Variable Rate Visual Token Coding",
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      "id": "2610.00197",
      "title": "Comedic Fool's Gold: Reward Exploits and Countermeasures in Conversational Humor",
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    {
      "id": "2610.00196",
      "title": "GPEC: Efficient Pre-LLM Gaussian Process Embedding Correction for Cardiac Video Caption Generation",
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    {
      "id": "2610.00188",
      "title": "Uncertainty-Aware RL-Controlled Adaptive 3D Mapping",
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    {
      "id": "2610.00182",
      "title": "Localizing Post-Wire Semantic Changes in MCP Agent Frameworks",
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    {
      "id": "2610.06874",
      "title": "Statistical Turbulence and High-Fidelity Disturbance Fields for Quadrotor Flight Control",
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    {
      "id": "2610.00106",
      "title": "SyntheticHLS: Building Diverse Synthetic High-Level Synthesis Datasets using LLMs",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.00097",
      "title": "DramaAgent: Agentic Storytelling Video Generation",
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      "observations": []
    },
    {
      "id": "2610.00096",
      "title": "FACET at WMT 2026 Automated Translation Quality Evaluation Task",
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    {
      "id": "2610.00093",
      "title": "Safety in Self-Evolving Agents: A Survey",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.00092",
      "title": "BudgetSchemaBench: A Budget-Swept Diagnostic for Schema Context in Text-to-SQL",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.00084",
      "title": "Scientific Agents: Evaluating Profession-Specific System Prompts on Scientific Tasks",
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    {
      "id": "2610.00069",
      "title": "A Framework for Egocentric and Exocentric Procedural Understanding via Temporal Segmentation and Semantic Abstraction",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.00054",
      "title": "The First Token Is Not the Verdict: Hidden Costs of Reading LLM Judges Without Generating",
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    {
      "id": "2610.00047",
      "title": "Characterizing a Configuration Where Inference-Time PRM-Pruned Fragment Grafting Is Inert: Evidence from Three Reasoning LMs",
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    {
      "id": "2610.00040",
      "title": "DSSR-3D: Decoupled Reasoning for View-Dependent Referring in 3D Gaussians",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.00035",
      "title": "Integrating Fairness and Explainability in a Multiple Instance Reinforcement Learning System",
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    {
      "id": "2610.00031",
      "title": "Seeing the City or Recognizing the Place? What Street-View Imagery Adds Beyond Existing Urban Data in VLM-Based Urban Sensing",
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    {
      "id": "2610.00025",
      "title": "Measuring the Microtask Eligibility Gap: When Is an Off-the-Shelf SLM Enough for an Agent Harness?",
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    {
      "id": "2610.00024",
      "title": "Encoded but Disconnected: Decomposing Vision-Language Model Failures under a Patching Null",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.12474",
      "title": "TTS-Q: Perception-Guided Post-Training Quantization of Text-to-Speech Diffusion Transformers",
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    {
      "id": "2610.00015",
      "title": "From Proposal to Verified Effect: Praxa, an Evidence-Bound Harness for Governed AI Agent Execution",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.00012",
      "title": "When Do Causal World Models Help Modular LLM Agents",
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    {
      "id": "2610.00010",
      "title": "Heavy-Tailed Memory Traces in Long-Horizon Language Agents",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.08793",
      "title": "Adaptive Workflow Intelligence: A Cognitive Architecture for Context-Driven Enterprise Automation",
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    {
      "id": "2510.15831",
      "title": "VISTA: A Test-Time Self-Improving Video Generation Agent",
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    {
      "id": "2610.08781",
      "title": "IdeaAnchor: Teaching LLMs to Turn Literature into Research Ideas",
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    {
      "id": "2610.08778",
      "title": "Sherpa: Teaching LLMs to Teach Adaptively",
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    {
      "id": "2610.08773",
      "title": "AdvSim2Real : Training Web Agents Against Adaptive Prompt Injection in a Web World Model",
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    {
      "id": "2610.08670",
      "title": "Principled Under Pressure: Post-Training Decides Whether LLMs Act on Their Own Moral Judgment",
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    {
      "id": "2610.08561",
      "title": "Reinforcement Learning for Hierarchical Reasoning Rewards: Minimax-Optimal Rates with Transformers",
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    {
      "id": "2610.08108",
      "title": "Enhancing Diffusion Language Models with Autoregressive Post-Training Weights",
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    {
      "id": "2610.08082",
      "title": "POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents",
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    {
      "id": "2610.08077",
      "title": "Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight",
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    {
      "id": "2610.07898",
      "title": "FC-SWE: Failure-Conditioned RL for Long-Horizon Software Engineering Agents",
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    {
      "id": "2610.07842",
      "title": "Privileged Context as Drift in On-Policy Self-Distillation",
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    {
      "id": "2610.07781",
      "title": "Quantization Effects on Tool-Failure Recovery Vary Across Prompts and Evaluation Designs",
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    {
      "id": "2610.07767",
      "title": "TRACE: Rollout-Guided Quantization-Aware Training for FP4 Reinforcement Learning of MoE Language Models",
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    {
      "id": "2610.07739",
      "title": "Cite What You Explore: Budget-Aware LLM Reasoning over Medical KGs with Verifiable Evidence",
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    {
      "id": "2610.07731",
      "title": "Learning to Retrieve via Reinforcement Learning in Embedding Space",
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      "id": "2610.07730",
      "title": "SanSi: A Looped Typed Decision Model for System 1.5 Thinking",
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    {
      "id": "2610.07654",
      "title": "Does On-Policy Distillation for Safety Pose Backdoor Risks?",
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    {
      "id": "2610.07587",
      "title": "Large Language Model Orchestration under Heterogeneous Preferences via Explicit Persona Inference",
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    {
      "id": "2610.07545",
      "title": "Quality-Aware Self-Correcting Speech Translation on an Edge Device",
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    {
      "id": "2610.07518",
      "title": "Harmful SFT Leaves a Continuous Trace in LLM Checkpoint Updates",
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    {
      "id": "2610.07247",
      "title": "Learning What to Distill: Bilevel Top-K Token Selection for Self-Distillation in Large Language Models",
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    {
      "id": "2610.07226",
      "title": "Minimal Witness Reinforcement Learning",
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    {
      "id": "2610.07212",
      "title": "Reward-Driven Learning under Prompt-Level Differential Privacy",
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    {
      "id": "2610.07177",
      "title": "CLM-as-a-Judge: Evaluating an Open Contrastive Decision Model on Public Judge Benchmarks",
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    {
      "id": "2610.07043",
      "title": "TRIAGE: Direction-Aware Mismatch Stabilization of Native NVFP4 Reinforcement Learning",
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    {
      "id": "2610.07023",
      "title": "Beyond Refusal Patterns: Safe-Role Internalization for Robust and Generalizable LLM Safety Alignment",
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    {
      "id": "2610.06962",
      "title": "Verdicts Without Annotated Evidence: Rejection Sampling or Label-Only Post-Training for Evidence Recovery?",
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    {
      "id": "2610.06947",
      "title": "FactorBench: A Portfolio-Aware Benchmark for Automated Factor Mining",
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    {
      "id": "2610.06861",
      "title": "When Does External Guidance Help LLM Reasoning? A Bias-Variance Theory of Guidance-Augmented GRPO",
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    {
      "id": "2610.06851",
      "title": "Base Models Can Reason By Taking a Cue From Training Data",
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    {
      "id": "2610.06833",
      "title": "Towards Looped Models Done Right, Part II: Rethinking at Fixed Points",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06829",
      "title": "CLIFT: Conformal Self-Verification for Web Agent Training and Test-Time Scaling",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06804",
      "title": "Sharpen Without Search: On-Policy Distillation of Sequence-Level Power Distribution",
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    {
      "id": "2610.06782",
      "title": "T-Search: An Open Agentic Retriever and Playground for Hard Multi-Step Search",
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    {
      "id": "2610.06744",
      "title": "ufakzeka-karar: An Open Turkish Typed-Decision Model with Order-Invariant Option Scoring",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06729",
      "title": "Improving Diversity in LLM Short Story Generation",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.06671",
      "title": "Learning What to Imitate: Entropy-Aware Distribution Mixing",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06648",
      "title": "Representation-Space MMD for Diffusion Language Models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06637",
      "title": "Long-Horizon Textual World Modeling through Structured Reasoning",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06439",
      "title": "Better Call Reward: Reward Hacking as Strategic Abstention in Legal Reasoning Models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.06360",
      "title": "Ontology Concept Overlap as a Training Signal: Knowledge-Grounded Reinforcement Learning for Clinical Question Answering",
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    {
      "id": "2610.05935",
      "title": "ThunderSyncRL: Lossless Acceleration of Agentic Reinforcement Learning",
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    {
      "id": "2610.05699",
      "title": "Planetary Geospatial Foundation Models for Global Public Health",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05600",
      "title": "An LLM-in-the-loop RL Framework for Bioinformatics Feature Selection",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05481",
      "title": "CodeForge-MA: Execution-Verified Multi-Agent Learning with Language-Conditioned LoRA for Multilingual Code Generation",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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    {
      "id": "2610.05446",
      "title": "Hierarchical Time-aware Bootstrapping for Off-Policy Subgoal Value Learning",
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      "frozen_implementation_status": "not_implemented_in_this_review",
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      "observations": []
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    {
      "id": "2610.05373",
      "title": "Towards Unbiased On-Policy Distillation for Block Diffusion Language Models",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.05367",
      "title": "AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harness",
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      "frozen_implementation_status": "not_implemented_in_this_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.05329",
      "title": "Understanding the Weight Averaging Mechanism in LLM Training for Post-Training Quantization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_in_this_review",
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      "title": "AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models",
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      "title": "SCOPE-AD: Sequential cost-aware ordinal-belief planning with energy-based models for diagnostic agents",
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      "id": "2610.01275",
      "title": "Know When to Hold 'em: Correct-Token Retention in Uniform-State Diffusion Language Models",
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    {
      "id": "2610.01238",
      "title": "Mixture-Trained Merging for Unified Multi-Objective Models",
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    {
      "id": "2610.01234",
      "title": "ASCRIBE: Atomic and Significance-Based Reasoning for Thai Clinical SOAP Note Generation",
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      "id": "2610.01161",
      "title": "My FAULT: Self-Diagnosis as Credit Assignment in Self-Evolving Agentic Reinforcement Learning",
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    {
      "id": "2610.01128",
      "title": "Grounding Large Language Models in DSGE Simulators for Policy Generation and Forecasting",
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    {
      "id": "2610.01076",
      "title": "GLoC-EHR: Evidence-Cited Clinical Reasoning over Global Context and Local EHR Events",
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      "id": "2610.01066",
      "title": "Probe with Participation Trophies: Random-Reward RL as a Probe of LLM Capability",
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      "id": "2610.01026",
      "title": "It Takes Workflows to Evolve Better Workflows",
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      "id": "2610.00991",
      "title": "Adapter Thickets: Splitting an RLVR Budget Beats Concentrating It",
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    {
      "id": "2610.00988",
      "title": "Auditable Algebraic Counting Field for Cryptic-Pocket Detection from Apo Structures",
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    },
    {
      "id": "2610.00954",
      "title": "Beyond Leaderboards: Tokenomics of Agentic Small Language Model Ensembles",
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    {
      "id": "2610.00903",
      "title": "Sharpen Before You Adapt: Data-Free Entry-State Sharpening for Test-Time Reinforcement Learning",
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    {
      "id": "2610.00898",
      "title": "When Do Biological Reasoning Models Use Their Biological Inputs?",
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      "id": "2610.00888",
      "title": "Match the Distribution, Not the Compute: Post-Training Multi-Token Prediction Heads",
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    {
      "id": "2610.00852",
      "title": "Child-Adapted Structured Phonological Representations for Interpretable Speech Sound Analysis",
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    {
      "id": "2602.16490",
      "title": "From Growing to Looping: A Unified View of Iterative Computation in LLMs",
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  ]
}
