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      "title": "Bayesian Learning to Select Fair Classifiers",
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      "title": "A Two-Level Clinical Novelty Prioritization Framework for Disease Trajectories Discovered from Longitudinal Electronic Health Records",
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      "title": "VascuSR: Iterative Anatomy-Aware Diffusion for CT Super-Resolution",
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      "title": "Graph-Enhanced Disease Trajectory Discovery and Temporal Endpoint Forecasting from Longitudinal Electronic Health Records",
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      "title": "Hindsight-Privileged RLVR: Single-Rollout Token Credit Without Group Sampling",
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      "title": "Average-Reward Policy Identification from a Single Continuing Trajectory",
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      "title": "SafeAdapt-Poker: Counterfactual Risk Calibration for Budgeted Adaptation under Opponent Shift",
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      "title": "Selective Growing Q-Networks (SGQN): An Analysis of Adaptive Action Grids in Decoupled Q-Learning",
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      "title": "Learning by Examples: Power Grid Steady State Analysis with a Tabular Foundation Model",
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      "id": "2610.20456",
      "title": "The COUNT: Counting N-grams Unlocks Scaling on Host Memory and Training-Free Adaptation",
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      "title": "What Does Disagreement Mean? A Semantic Identifiability Frontier for Pairwise Preference Learning",
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      "title": "The Accuracy Well: Nonmonotone Accuracy Dynamics at Vanishing Initialization",
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      "title": "Continual Learning for Reliable In-Sequence Molecular Communication",
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      "title": "Tracking a Small Set of Experts in Online Convex Optimization",
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      "title": "One Size Does Not Fit All: Curvature-Aware Adaptive Perturbation for SAM",
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      "id": "2610.20413",
      "title": "When Does Momentum Help in Reinforcement Learning with Verifiable Rewards?",
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      "title": "Hyperspherical Contrastive Representations Unlock Planning and Exploration",
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      "title": "Training Language Models to Fail Gracefully",
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      "title": "HRTF Upsampling and Personalization via Neural Operators",
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      "title": "Cortex: Consolidating Context into Parametric Memory",
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      "id": "2610.20396",
      "title": "From Human Corrections to Learned Segmentations: A Critical Mathematical Review of Information, Learning, and Human Effort",
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      "title": "FOLD: Position-Free Far Memory with Local Order for Long-Context Speculative Decoding",
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      "id": "2610.20375",
      "title": "Hypothesis Selection via Weighted Medians",
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      "id": "2610.20369",
      "title": "ReAl: Refine neural operators via aligning dynamical flow",
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      "id": "2610.20363",
      "title": "Fractional is Better: Learnable Derivative Orders in Neural Operator Learning",
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      "id": "2610.20353",
      "title": "Beyond Expert Rankings: Contrast Calibration for Mixed-Precision MoE Quantization",
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      "title": "Lifted State Policy Optimization: Internalizing Self-Correction through Transition Geometry",
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      "id": "2610.20349",
      "title": "NeuroDETR: Multiscale Discrete Spatiotemporal Tokenization for Asynchronous EEG Event Detection",
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      "id": "2610.20347",
      "title": "Non-asymptotic Convergence of Average-reward Q-learning with Options",
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      "id": "2610.20342",
      "title": "When Does Task-Aware Imputation Matter? An Analysis of Robustness Under Train-Test Mismatch",
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      "title": "Training Dynamics of Transformers on Unbounded Inputs: Attention Learning Can Lag Output Layer Learning",
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      "title": "Are We Overthinking One-Step Generation?",
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      "title": "Comparative Evaluation of Deep-Learning based DoA Estimators for Real-Time ISAC Beamforming",
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      "title": "Efficient Test-Time Adaptation For Robot Policies",
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      "title": "Extreme-Scale Super-Resolution of Homogeneous Turbulence from a Single Realization",
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      "id": "2610.20303",
      "title": "SpectrumQuant: Spectrum Alignment for LLM Quantization",
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      "title": "MMLA-RSI: Recursive Self-Improvement through RTT and RTMA",
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      "title": "CASI: Credit Assignment via Set Intervention for Agentic Retrieval",
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      "title": "Predicting Unseen Scientific Interactions: Conditional Flow Models Hallucinate Non-Additive Effects",
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      "id": "2610.20286",
      "title": "From Plato to Aristotle: Toward a General Theory of Representation Hypotheses",
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      "id": "2610.20277",
      "title": "TANGO: RNA Topology and Geometry Co-Design",
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      "id": "2610.20274",
      "title": "Resolution Allocation with Learnable Resizing and Spectral Filter Parameterization",
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      "id": "2610.20269",
      "title": "FlowSep-RF: Rectified Flow Matching for Single-Channel Radio-Frequency Signal Separation",
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      "id": "2610.20264",
      "title": "FUSE: Fairness-aware Update Screening against Byzantine Exploitation in $q$-Fair Federated Learning",
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      "id": "2610.20261",
      "title": "Harness Policy Distillation: Aligning Agent Policies with Runtime Semantics",
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      "id": "2610.20256",
      "title": "Long-Horizon RL Needs Muon",
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      "id": "2610.20252",
      "title": "Adversarial Reinforcement Learning for Robust Planetary Landing",
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      "id": "2610.20251",
      "title": "Contrastive uncertainty learning for robust multi-structure segmentation in lower-pelvic MR",
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      "id": "2610.20247",
      "title": "Scaling Multilingual Mixture-of-Experts: How Language Coverage Changes Capacity and Compute Allocation",
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      "id": "2610.20243",
      "title": "Retrieval Over Training: Similarity search-based Model Selection for Time Series Anomaly Detection",
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      "id": "2610.20238",
      "title": "MAEM: Mitigating Recency Bias via a Replay-Free, Capacity-Controlled Dynamic Mixture of Experts for Class-Incremental Graph Learning",
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      "id": "2610.20229",
      "title": "The minimal width of neural networks and immersions of real projective space",
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      "id": "2610.20218",
      "title": "Mixed Poisson diffusion models and application to posterior sampling",
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      "id": "2610.20217",
      "title": "Continual pretraining Prostate MRI ViT Encoder for task alignment",
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      "id": "2610.20209",
      "title": "HGRP: Heterogeneous Graph Neural Network for Routability Prediction",
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      "observations": []
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    {
      "id": "2610.20203",
      "title": "Investigating Behavior Cloning from Few Demonstrations for Autonomous Driving based on Bird's-Eye View in Simulated Cities",
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    {
      "id": "2610.20191",
      "title": "HEM-Med: A Hierarchical Agentic Memory Framework for Safe Multi-Center Medication Recommendation",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.20187",
      "title": "Dimension-Optimal Dynamic Regret in Exp-Concave Online Learning",
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      "id": "2610.20179",
      "title": "Cross-Model In-Context Neurofeedback Reveals (Limited) Activation Control in LLMs",
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      "id": "2610.20174",
      "title": "RM-OPD: On-Policy Distillation for Generative Reward Models",
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    {
      "id": "2610.20170",
      "title": "Optimizing Sparse Boolean Rule Networks using Mixed Integer Linear Programming",
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    {
      "id": "2610.20162",
      "title": "Gap Detection: Mitigating Homogenization through Demand and Defensibility",
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    {
      "id": "2610.20138",
      "title": "In-Context Batch Black-box Optimization via Flow Matching",
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    {
      "id": "2610.20136",
      "title": "Seeing at the Edge: Energy Characterization of Vision-Language Model Inference on Edge Platforms",
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      "id": "2610.20122",
      "title": "XViewRank: Overlap-Conditioned Score Fusion for LLM-Augmented Sparse Retrieval",
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    {
      "id": "2610.20120",
      "title": "A Bregman Proximal Viewpoint on Neural Operators",
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    {
      "id": "2610.20117",
      "title": "KANLab: TensorFlow Playground for Kolmogorov-Arnold Networks",
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      "id": "2610.20112",
      "title": "From Spectral to Frobenius: When Muon Loses Its Spectral Implicit Bias",
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      "id": "2610.20108",
      "title": "Exhaustive Canonical Skeletons Generation: A Formal Dataset for Decomposable Symbolic Regression",
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      "id": "2610.20104",
      "title": "What Do Foundation Models for Market Microstructure Learn? A Controlled Study with Synthetic Limit Order Books",
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    {
      "id": "2610.20075",
      "title": "A Large-Dimensional Analysis of Least-Squares Federated Learning via Generalized Total Variation Minimization",
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      "id": "2610.20071",
      "title": "Rethinking Prediction Horizons: Decoupling Model Queries from State Updates in Few-Step MeanFlow",
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    {
      "id": "2610.20069",
      "title": "Trainable at Depth, Solvable at Small Size: What the Loss Surface of a Polynomial Activation Dictates for Designing, Initializing and Training Networks",
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    {
      "id": "2610.20053",
      "title": "GBTSVR: Twin Support Vector Regression via Granular Ball Computing",
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      "id": "2610.20048",
      "title": "Reading the Neighborhood: Text-Attentive Graph Reranking for Automated Subject Indexing",
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    {
      "id": "2610.20041",
      "title": "Sequential Learning-Based Physics-Informed Neural Network Modeling for Parameter Estimation on a Power Converter",
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      "id": "2610.20035",
      "title": "Weighted Adjoint Matching: Finetuning Flow Matching Models with Time-Dependent Control Cost",
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    {
      "id": "2610.20014",
      "title": "On the Convergence of Semi-Gradient TD: A Mean Field Perspective",
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    {
      "id": "2610.20012",
      "title": "ChemArgus: Automated Scientific Diagnostics for Lab-Grade Multimodal Chemistry Reasoning: A Frontier Benchmark",
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      "id": "2610.20009",
      "title": "Outperforming 1000 Euclidean Layers With Hyperbolic Goal-Conditioned RL",
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    {
      "id": "2610.20007",
      "title": "Minimax estimation of the pseudo-spectral gap of continuous Markov chains, with applications to empirical concentration bounds",
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    {
      "id": "2610.20004",
      "title": "Provable Transformer Context Compression for In-Context Reinforcement Learning",
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      "id": "2610.19997",
      "title": "Empirical Boundaries of Reservoir Computing for Few-Shot Sequence Pattern Tasks",
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      "id": "2610.19975",
      "title": "LatentLoop: Scaling Looped MoE Models with Asymmetric Compute Allocation",
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    {
      "id": "2610.19968",
      "title": "Safe-FCL: Continual Risk Awareness and Fine-Grained Safety Aggregation for Federated Continual Learning of LLMs",
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    {
      "id": "2610.19966",
      "title": "Choosing the Number of Attention Heads from Intrinsic Dimension: A Small-Scale Study",
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    {
      "id": "2610.19951",
      "title": "AtomSearch: Evidence-Grounded Tree Search for Agent Skill Optimization",
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    {
      "id": "2610.19946",
      "title": "Learning Graph Energies for Finite-Time Generation",
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    {
      "id": "2610.19942",
      "title": "MorphingNet: Symbolic Regression Where the Network Is the Formula",
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      "id": "2610.19931",
      "title": "SAM3RL: Memory Control via Reinforcement Learning for Visual Object Tracking",
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    {
      "id": "2610.19925",
      "title": "Convergence Rates of Gaussian Process Thompson Sampling for Efficient Global Optimization",
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    {
      "id": "2610.19920",
      "title": "MolHop: Scaffold-Hopping Molecular Design with Agentic Reinforcement Learning",
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      "observations": []
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    {
      "id": "2610.19919",
      "title": "Beyond DFT electronic band structures via dual-space orbital learning",
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    {
      "id": "2610.19911",
      "title": "CARD: Closing the Teacher-Student Loop for Adversarial Robustness Distillation",
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    {
      "id": "2610.19910",
      "title": "When Non-Adversarial Noise Hurts Learning: Benchmarking Skill Self-Evolution in Agents",
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    {
      "id": "2610.19901",
      "title": "Multimodal Medical Image Parsing with Task-Specific Low-Rank Adapters",
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      "id": "2610.19899",
      "title": "Universal Sample-Based Embeddings of Higher-Order Objects",
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      "observations": []
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    {
      "id": "2610.19893",
      "title": "Few-Shot Adaptation for Anomalous Sound Detection at Low False-Positive Rate",
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    {
      "id": "2610.19892",
      "title": "On the Limits of Representation-Based Test-Time Adaptation for Multimodal LLMs",
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    {
      "id": "2610.19883",
      "title": "Occupancy Modeling via Drifting: One-Step Generation Enables Direct Policy Extraction",
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    {
      "id": "2610.19878",
      "title": "Neural Wasserstein Splines: Representation-Invariant Second-Order Priors for Trajectory Inference",
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    {
      "id": "2610.19876",
      "title": "SPARS: A Stability-Plasticity-Aware Region Selection Framework for Continual Learning",
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      "observations": []
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    {
      "id": "2610.19868",
      "title": "Explorer-Zero: Improving Self-Play for Long-Horizon Tasks with Decomposable Verifiable Rewards",
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    {
      "id": "2610.19861",
      "title": "On the Optimisation Landscape of Overparameterised Weighted MMD",
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      "observations": []
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    {
      "id": "2610.19860",
      "title": "Text-Informed Training Data Filtering for Enhanced Virtual Flow Meter Performance",
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    {
      "id": "2610.19855",
      "title": "Energy Consumption Analysis of Discrete Diffusion and Autoregressive Language Models",
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      "observations": []
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    {
      "id": "2610.19844",
      "title": "Memory-Efficient Subspace Optimization with Residual Correction: From Momentum SGD to Muon",
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      "observations": [
        {
          "domain": "foundation-models",
          "key": "smrc-pmrc",
          "detail_path": "reproductions/2610.19844-smrc-pmrc/README.md",
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          "gpu_receipt": "docs/gpu-validations/smrc-pmrc-a100-20261015.json",
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    {
      "id": "2610.19832",
      "title": "Rent-Seeking Language Models: Reward Models Set the Prices, Frequent Audits Curb the Rent",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19831",
      "title": "CTIA-ODE: Continuous-Time Inter-Variable Attention for Long-Term Time Series Forecasting",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19827",
      "title": "MAPLE: A Multi-Axis Parametric Knowledge Extraction Lens for LLM Evaluation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19822",
      "title": "JointServe: Serving Multi-Model Agents on Memory-Constrained GPUs",
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    {
      "id": "2610.19814",
      "title": "When Does Depth Help? Understanding Layerwise Inference in Tabular Foundation Models",
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    {
      "id": "2610.19813",
      "title": "VaryST: Generalizable Spatio-Temporal Forecasting Beyond the Closed-World Setting",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19811",
      "title": "Calibration and Risk-Budgeted Decisions with System One Models",
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    {
      "id": "2610.19810",
      "title": "ReproBAIT: Can coding agents build their own biological AI tools?",
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    {
      "id": "2610.19804",
      "title": "Efficient contextual partial monitoring with general function approximation",
      "review_decision": "reviewed_deferred",
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      "observations": []
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    {
      "id": "2610.19802",
      "title": "Asymptotically Exact Negative Guidance of Diffusion Models via Positive-Unlabeled Learning",
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    {
      "id": "2610.19795",
      "title": "StateCraft: Augmenting Video World Models with Abstract-State Reasoning",
      "review_decision": "reviewed_deferred",
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    {
      "id": "2610.19789",
      "title": "More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning",
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    {
      "id": "2610.19783",
      "title": "Reinforcement Learning via Advantage Guidance",
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    {
      "id": "2610.19782",
      "title": "Learning Who Benefits Most: Multi-Treatment Causal Ranking for Population Health Stratification",
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    {
      "id": "2610.19781",
      "title": "SNACK: A Sequential Notation Framework for Probabilistic Graph Generation",
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    {
      "id": "2610.19773",
      "title": "From Global to Tail Convergence: Dynamics of $α$-Stable Score-Based Generative Models",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19769",
      "title": "When Does the Dependency Graph Help Code-to-Architecture Mapping?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.19768",
      "title": "Learning to Compute Is Not Learning to Retain or Reuse in Looped Transformers",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.19766",
      "title": "Analyzing and Mitigating Poisoning Attacks on Flow-Based Intrusion Detection",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.19761",
      "title": "CAST: History-Adaptive Spectral Clipping for LLM Pretraining",
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      "title": "High-Probability Regret Bounds for Feel-Good Thompson Sampling",
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      "id": "2610.19508",
      "title": "CktHGVAE: A Symmetric Design/State Heterogeneous Graph Variational Autoencoder for Transistor-level Analog/Mixed-signal Circuit Design and Analysis",
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      "id": "2610.19505",
      "title": "SKG: A Law-Induced Engine from Inference to Induction",
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      "title": "What You Sign Is Not What You Run: The Verifiability Gap in Quantized LLM Supply Chains",
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      "id": "2610.19490",
      "title": "Digital Self-Interference Cancellation for In-Band Full-Duplex Systems Based on Transformer Neural Operators",
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      "id": "2610.19484",
      "title": "State-Matched Sequence Conformal Prediction",
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      "title": "AdCoEvo: A Co-Evolving Multi-Agent Advertising Delivery System",
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      "title": "Large-Step Last-Iterate Convergence of Random-Reshuffling Stochastic Gradient Descent",
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      "title": "Learning to Select Features with Manifold Deep Unfolding PCA",
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      "title": "Comprehensive Comparisons of Reinforcement Learning Algorithms in Autonomous Driving",
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      "title": "W-JEPA: Wavelet Joint-Embedding Predictive Architecture for Wearable Activity Recognition",
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      "title": "ActMOF: Mapping Reticular Synthesis through Active Learning",
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      "title": "Selective Next-Location Prediction with MetaModelSelect: A Lightweight Post-Hoc Confidence Metamodel",
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      "id": "2610.19391",
      "title": "Fully sequential Gaussian process regression for preference learning",
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      "id": "2610.19378",
      "title": "Robust Explanatory Analysis for Structured Optimization Networks (REASON) in Learning",
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      "title": "One-Step Prediction Fidelity Is a Poor Proxy for Planning Performance in JEPA World Models",
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      "id": "2610.19372",
      "title": "Policy-Verified Self-Training: Learning Agent Compliance from Verifiable Policy Rewards",
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      "id": "2610.19369",
      "title": "The Impact of Detector Architecture, Model Scale, and Scene Density on Multi-Pedestrian Tracking",
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      "title": "Dynamic Graph World Modelling: Learning Future Dynamics from Temporal Context",
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      "title": "Tail Competition Explains Scaling in Best-of-N Sampling for Verifiable Problems",
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      "id": "2610.19359",
      "title": "Steering Vectors for Competing Ethical Frameworks Are Interchangeable: A Competing-Target Test for Activation Steering",
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      "title": "Asymptotic Behavior of Transformers",
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      "id": "2610.19352",
      "title": "BFHD: Bidirectional Feature Harmonization Decomposition for Heterogeneous Clinical Assessments",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19349",
      "title": "Where to Start, How to Move: Analyzing Curricula under GRPO for Long-Horizon LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19347",
      "title": "Integrated Novelty Detection Systems: From Sensor Networks to Multi-Novelty Computer Vision",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19344",
      "title": "Target-Token Asymmetry Can Masquerade As Depth Specialization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19343",
      "title": "Counterfactual Gate-Support Decomposition: Separating Selection from Redistribution in Training-Data Filtering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19324",
      "title": "Why don't Graph Transformers attend to the same token?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19323",
      "title": "TopicMerge: A Divide and Conquer Approach to Topic Modeling",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19315",
      "title": "Historical-Feature Residual Adaptation for Sequential Screening",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19306",
      "title": "Did the LLM Answer the Question? A Semantic Reconstruction Game for Jailbreak Evaluation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19302",
      "title": "DTDD: Divergence-Triggered Dynamic Distillation for Reliable On-Policy Supervision",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19298",
      "title": "Verifier-Grounded Agentic RL for Provably Correct Code",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19281",
      "title": "Exact Scaling Laws for a Random-Features Bigram Model",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19279",
      "title": "Dimension-Free Scaling Laws for Size Generalization: An Exponential Separation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19271",
      "title": "Outcome-Routed Distillation and Reinforcement Learning for Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19270",
      "title": "Exploring Interpretability in Deep Learning-Based Forest Classification - Separating Similar Forest Classes using Sentinel-2 Time Series",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19254",
      "title": "Beyond Time Induction: Structured Conditional Neural Solvers for Parametric Stochastic-Volatility Pricing",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19252",
      "title": "Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19246",
      "title": "Refined Topology-Pass Scheduling: Damped Trust-Region Compensation for Dynamic k-NN Graphs in SE(3)-Equivariant Structure Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19240",
      "title": "FinGREAT: Evaluating LLMs on Financial Graph-guided Retrieval And Typing",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19238",
      "title": "LLMs program using Reusable and Composable Abstract Representations",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19235",
      "title": "From Detection To Anticipation: Continuous Onset Forecasting For Stuttered Speech",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19232",
      "title": "Spectral-MoE: Heterogeneous Per-Layer Expert Utilization in Dense-to-MoE Conversion",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19220",
      "title": "Riding the Fixed-Point Curve: Image Classification in the Continuous Thought Machine",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19215",
      "title": "Narrowing the Collaboration Gap, Probably",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19211",
      "title": "Generalizing Identifiability Results in Causal Discovery from Complete Data to Missing Data Settings",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19198",
      "title": "Embedding Geometry Shapes LLM Routing: Tracing Failure Modes and Improving Generalization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19191",
      "title": "FireGraphNet: Sub-daily wildfire spread prediction with directed graph neural networks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19189",
      "title": "Adaptive Computation with Conformal Certification",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19187",
      "title": "Structure-aware Bayesian full waveform inversion via diffusion-regularized Stein variational gradient descent",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19185",
      "title": "How to Evaluate When You Don't Know How to Evaluate? Choosing Reliable Setups for Base Language Model Benchmarking",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19179",
      "title": "Learning in Strategic Queuing with Geometric Recharge: From Bandits to Systems",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19178",
      "title": "Diagnosing Low-Confidence Patient Profiles via Localized Harmful Covariate Shift Detection",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19159",
      "title": "Into the Unknown: Benchmarking AI agents on open scientific research problems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19145",
      "title": "Demystifying On-Policy Distillation: Where Does the Teacher's Advantage Live?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19142",
      "title": "Towards Training and Inference of Graph Neural Networks in Graph Databases",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19139",
      "title": "Online Tokenization with Optimal Delay in Linear Time",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19138",
      "title": "MA-Bench: Measuring Operational Planning in Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19135",
      "title": "Student Copula Markov Networks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19133",
      "title": "TRACER: Trace-Regularized Training Against Indirect Prompt Injection",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19129",
      "title": "Imagining Goals with Geometric Horizon Models for Policy Generalization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19123",
      "title": "PairIT: Autoregressive Transformers for Low-Data Molecule Optimization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19121",
      "title": "Unlocking Structured Pruning for Reasoning Language Models via Attention-Preserving MLP Trimming",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19114",
      "title": "Genesis Steering: Better Activation Steering Through Training Data",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19113",
      "title": "From Copying to Composition: How Language Models Develop In-Context Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19104",
      "title": "Neural Supervised Clustering for Learning Individualized Treatment Rules with Many Treatments",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19103",
      "title": "Contextual Credit Policy Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19095",
      "title": "Similar Models, Broken Odds: Where Luce's Axiom Fails in Chatbot Arena",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19084",
      "title": "Beyond Aggregate Accuracy: Item-Level Transitions in Prompt Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19080",
      "title": "Backpropagating Verifier Rewards Through Continuous Flow Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19074",
      "title": "Theoretical and Practical Advances in Hierarchical Bayesian Deep Learning Methodology",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19068",
      "title": "Plan or Retrieve First? A Scale Study of Tool Discovery Architectures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19065",
      "title": "Revisiting Generative vs. Dense Retrieval: A Static Value Prior Reverses the Gap",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19064",
      "title": "How Inner Optimizers Shape Replica Scaling",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19058",
      "title": "Conformalized Physics-Informed Weak Regression for Parameter Estimation in Epidemic Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19053",
      "title": "Deep Generative Models for Phylogenetic Inference with Complex Evolutionary Processes",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19051",
      "title": "Smart Alone, Blind Together: Why Accuracy Fails to CertifyTheory of Mind in Multi-Agent Teams",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19046",
      "title": "What Information Buys in Active Inference",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19043",
      "title": "Graph Coarsening Enables Escaping Local Optima in Compute-Constrained Nonconvex MAX-CUT",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19042",
      "title": "Loss Curvature as a Sampling-Free Proxy for Memorization in Diffusion Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19041",
      "title": "Tracing Morphology, Semantics, and Divergence in Language Acquisition",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19038",
      "title": "Lag: A Mean-Field Optimal Policy for Online Assignment with Reusable Resources",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19035",
      "title": "Who Should We Listen to More? Welfare-Aware Preference Acquisition for Pluralistic Alignment",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19033",
      "title": "How Many Ranks Does a Token Need? A Noise-Floor Squelch for Rank-One LoRA Experts",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19027",
      "title": "Optimization for One, Feasibility for Most: Decoupling Optimization from Feasibility in Chance-Constrained Programs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19025",
      "title": "How Far Can Coding Agents Go in Visual Generation?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19020",
      "title": "Discrete Diffusion Models are Minimax Optimal Under Sparsity",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19016",
      "title": "IR-PRM+ with Previous-Utility Prediction: Constant Regret and Best-Iterate Convergence",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19015",
      "title": "Scaling Cheap Synthetic Pretraining Improves Indoor Radio-Map Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19013",
      "title": "Data Density Scaling Laws for Image Self-Distillation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19011",
      "title": "PMO-Dock: Benchmarking Docking, Specificity, and Generalization in Molecular Optimization",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18990",
      "title": "Discovering Undisclosed Concepts in LoRA Adapters for Diffusion-Based AIGC Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18835",
      "title": "RoboSimStudio: An Interactive Toolkit for Human and Agent Rapid Real2Sim of Robot Manipulation Tasks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18949",
      "title": "Virtual-Alloy Physics-Aware Semantic System for extrapolative prediction of perovskite solar cells",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18651",
      "title": "Does Pretraining Teach Chemical Language Models Chemistry?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18948",
      "title": "Limits of Statistical Assurance for Embodied and Agentic AI under Adaptive Adversaries",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18946",
      "title": "Physical Layer Anomaly Detection via Adaptive Gaussian Mixture Model",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18945",
      "title": "Semi-Amortized Bayesian Inference with Reusable Local Posteriors",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18465",
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    {
      "id": "2610.20563",
      "title": "Scaling Discovery Requires Forgetting",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20560",
      "title": "PhySGA: A Physics-Space Grounded Agentic Framework for Generalizable and Interactive 3D Composition",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20552",
      "title": "KinoGen: Customizable Humanoid Loco-Manipulation References via Kinematically Grounded Video Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20548",
      "title": "PerSo: Investigating Facets of LLMs' Social Intelligence in Real-World Persuasion Scenarios",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20531",
      "title": "EarlyCommit: Calibrated Word-by-Word Commitment for Robots Acting Before You Finish Speaking",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20524",
      "title": "Physical Time as a Missing Dimension of Robot Policy Memory Dynamics",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20504",
      "title": "Graph-Reweighted Behavior Cloning with Human Interventions for Precise Robotic Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20490",
      "title": "Towards Certifiable State Estimation under Observability Degeneracy",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20476",
      "title": "Tiered-Resolution Volumetric Mapping for Real-Time Simultaneous Planning and Mapping on Natural Outdoor Environments",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20474",
      "title": "AdaRSI: On-Demand Recursive Self-Improvement for Embodied Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20472",
      "title": "ChronoCulture: Evaluating Cultural Awareness Across Time in Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20461",
      "title": "Equal CER, Unequal Damage: Severity-Weighted Character Error Rate for OCR",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20460",
      "title": "DD-GBP: Anytime Multi-Arm Planning and Continuous Execution via Distributed Dynamic Gaussian Belief Propagation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20457",
      "title": "Same Claim, Different Interpretations: How LLM Agents Resolve Ambiguity in Scientific Claims",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20442",
      "title": "Towards Agentic Robots: Model, Data, Environment, and Harness",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20429",
      "title": "When Do Discrete Actions Make Good Continuous Controllers?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20419",
      "title": "Analyzing performance of Retrieval Augmented Generation models for Question Answering Tasks",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20417",
      "title": "From Unreliable to Usable: Decomposing Failure Modes and Confidence Signals in LLM Entity Extraction - Evidence from Cyber Threat Intelligence",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20390",
      "title": "STP-GUI: Spatially-Aware Token Pruning for Efficient Web-GUI Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20370",
      "title": "From Triage to Impact: A Multi-Hop Reasoning Benchmark for Explainable Persian Hate Speech",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20365",
      "title": "Lexical Persistence Without Semantic Entrenchment in AI Agent Communities",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20352",
      "title": "ReferFlow: Beyond Final-Target Localization for Complex Referring Expressions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20351",
      "title": "Human Demonstrations as Post-Training Data for Any Robot Body: Retargeting the Object, Not the Hand",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20336",
      "title": "AutoRSR: Automated Real-to-Sim-to-Real Data Generation for Scalable Robot Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20335",
      "title": "Read, Parse, Describe: Unified Document Parsing with Visual Element Description Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20333",
      "title": "VIGOR-MPC: Vision-Guided Objective Regulation MPC",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20320",
      "title": "TacClaw-Infinity: A Large-Scale Vision-Tactile-Language-Action Dataset for Dexterous Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20319",
      "title": "Beyond Static Cues: Unified Dynamic Detection of MLLM Backdoors via Dual-Flow Trajectory Analysis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20292",
      "title": "Taking the PULSE of Medical Reasoning: Step-Level Retrieval Timing for Knowledge-Grounded Inference",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20280",
      "title": "Learning-Based Adaptive MPC for Magnetorquer-Only Satellite Attitude Control",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20272",
      "title": "CSWBench: Evaluating Context-Sensitive Code-Switching in Creative Writing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20263",
      "title": "Anuvani-LID: Robust and Calibrated Spoken Language Identification for Indian Languages",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20255",
      "title": "Safe Reinforcement Learning with Receding-Horizon Safety Critic and Differentiable Action Shields",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20244",
      "title": "FPTAS for Polygonal Multi-Robot Motion Planning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20241",
      "title": "Learning Navigation from Multimodal Demonstrations with Geometric Candidate Modes",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20226",
      "title": "Smart Fusion for Adaptive Visual-IMU Weighting in cuVSLAM Sparse Bundle Adjustment",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20223",
      "title": "ObjDream: Guiding Vision-Language-Action Models with Object-Level Understanding and Future State Prediction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20221",
      "title": "Scaling Multilingual Safety and Reasoning Evaluation through Reasoning-Guided Translation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20195",
      "title": "What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20186",
      "title": "When Occupation-derived Skills Don't Help: On the Limits of Skill-Augmented Career Path Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20157",
      "title": "Atomic-WAM: Execution-Grounded Atomic-Motion Reasoning for World Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20155",
      "title": "LLM-Based Policy Compliance Verification of Loan Applications",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20150",
      "title": "Enabling Tidying Tasks in Robotic Vacuum Cleaners via a Geometry-Induced Self-Locking Deployable Linkage",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20134",
      "title": "Tactile-Guided Robot Learning: From Representation Learning to Foundation Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20121",
      "title": "HM3D-M3: A Benchmark for Multi-Agent, Multi-Modal, Multi-Object Goal Navigation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20107",
      "title": "Why Generate a Click? Plug-in Decision Heads for Web Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20086",
      "title": "AFCS: Atomic-Fact-Conditioned Synthesis for Factual Knowledge Pretraining",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20085",
      "title": "Designing Textual Interfaces To Enhance Llm Reasoning On Audio-Visual Question Answering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20083",
      "title": "VisualWorldBench: A Fine-Grained Multi-Task Benchmark for Evaluating Visual World Knowledge in MLLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20067",
      "title": "Which Knowledge Should LLMs Trust? Uncovering a Generalizable Steering Direction Across Knowledge Conflicts",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20064",
      "title": "FoveaVLA: Foveation Actions Replace the Wrist Camera in VLAs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20055",
      "title": "GeoCloak: An Agentic Framework for Semantics-Preserving Geolocation Privacy via Peripheral Clue Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20027",
      "title": "LintEval: Benchmarking LLMs on Linter-Guided File Refactoring",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.20019",
      "title": "MorphAct: Robot Policies Morphing with the Worlds They Act In",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19996",
      "title": "Gray-Box Hallucination Detection in LLMs with Token Identities",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19993",
      "title": "Why 3D Reconstruction Breaks Down on Under-Ice AUV Video, and How to Predict It",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19992",
      "title": "SoK: Grading Open-Text Legal Answers, from Law School Exams to Trustworthy Rubric Judges",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19957",
      "title": "Complementary Future Token Pruning for World Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19928",
      "title": "MemDuet: Learning Dual-Process Memory for Long-Context Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19915",
      "title": "Not All Criteria Matter: Importance-Aware Criteria Weighting for Rubric-Based LLM Evaluation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19913",
      "title": "MUCO: A Mani-Unit-Structured Manipulation Framework for Compositional Long-Horizon Robot Tasks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19906",
      "title": "Beyond Benchmark Accuracy: A Diagnostic Test for LLM Chemical Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19896",
      "title": "Active Perception of Upper-Limb Functional Mobility through Human-Robot Handovers",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19890",
      "title": "Frustratingly Easy Majority Voting Using Length Conditioning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19869",
      "title": "SEA-HELM Audio: Evaluating Multilingual ASR-LLM Pipeline Performance Across SEA-HELM Subsets",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19839",
      "title": "FOMI: A Force-Feedback Manipulation Interface for Teaching Contact-Rich Manipulation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19830",
      "title": "DarKnight: Retrieval-Guided Agentic Framework for Breaking Dark Web CAPTCHA Gates",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19825",
      "title": "What Matters for World Modeling in Vision-Language-Action Models?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19823",
      "title": "PhyMetric: Diagnosing Physical Plausibility in Text-to-Video Generation via Scene-Level QA",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19815",
      "title": "Learning from Demonstrations meets Symbolic Control - A Supervisory Control Architecture for Formal Certification of Learned Motion",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19801",
      "title": "Delta Tokenizer: Reference-Identical Tokenization of Session Deltas and Segment-Parallelism for Long Prompts on Multicore CPUs",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19799",
      "title": "Evolve Together, Fall into Place: How Social Scaffolding Shapes Self-Evolving Multi-Agent Systems",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19798",
      "title": "Design and Characterization of a Unified Continuum Robot Actuation Platform",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19767",
      "title": "Likelihood Is Not Authorship: Can We Reliably Measure Human Contribution in AI-Assisted Writing?",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19765",
      "title": "Refine Actions If Needed: Adaptive Action Chunk Refinement for Robot Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19762",
      "title": "PRISMATIC : Prescription Risk Inspection System for Multi-Agent Treatment Interaction in Clinical Decision-Making",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19759",
      "title": "Mixed-Reality Feedback Control: Towards Blending of Control and Digital Twinning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19758",
      "title": "Qwen-MT-Lumen at WMT2026: Instruction-Specialized Translation via Quality-Aware Training and On-Policy Distillation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19753",
      "title": "Coordi-pi: Coordination-Aware Dual-Hand Action Representation for Bimanual Dexterous Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19746",
      "title": "One-shot Human Video-Guided Adaptation for Vision-Language-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19742",
      "title": "HyperLoop: Hyperspectral-Assisted Loop Closure Detection in 3D-SLAM for Planetary Exploration",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19741",
      "title": "Does the Linguistic Register of Thinking Matter? Wenyan as a Compact Reasoning Register for Chinese LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19728",
      "title": "Mitigating Video Hallucinations via Attention-Guided Representation Perturbation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19723",
      "title": "Recognizing Dialogue Ambiguity via Candidate Set Visual Grounding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19714",
      "title": "Uncertainty-Driven Self-Play for Robust Multi-Agent Driving Policies",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19705",
      "title": "RouteWeaver: Weaving Mode Selection and Execution into Unified LLM Routing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19704",
      "title": "BANGLAPLAN: A Benchmark for Constraint-Based Planning and Decision-Making in Bangla",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19696",
      "title": "Share the Symbol, Not the Vector: Training-Free Fact Communication Across Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19677",
      "title": "ACRO: Actor-Critic Rollout Orchestration",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19659",
      "title": "Measuring and Reducing Unusable Replies of LLM Agents",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19656",
      "title": "Accelerating VLA Inference with Perturbation Informed Execution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19651",
      "title": "SPECTRA-VLA: Base-Fine Hyperspectral Token Transfer at Frozen Vision-Language-Action Interfaces",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19638",
      "title": "J-tau: A Fully Localized Japanese Benchmark for Tool-Agent-User Interaction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19635",
      "title": "Eye, Robot: Learning Expressive Gaze Dynamics via a VLM-Guided Transformer-VAE",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19627",
      "title": "E2DRL: End-to-End Differentiable Reinforcement Learning for 3D Obstacle Avoidance in Quadruped Robots",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19618",
      "title": "F2A-ObjectNav: An Adaptive Agentic Architecture for Object-Goal Navigation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19617",
      "title": "Instruction-Conditioned Motion Control for Robotic Arms: Language-to-Code Decomposition and Reinforcement Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19615",
      "title": "PolyMorph: Learning Locomotion Policy for Cross-Embodiment Adaptation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19613",
      "title": "Are We Really Measuring Forgetting? Pitfalls in Evaluating Machine Unlearning for Multimodal LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19611",
      "title": "What Breaks in Multi-Image Schema Application? Factorial Oracle Interventions Reveal an Instance-Information Bottleneck",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19604",
      "title": "ForceBench: Benchmarking Force Integration for Robotic Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19601",
      "title": "PA1-OPD: One-Step Prefix-Augmented On-Policy Distillation for Language Model Pretraining",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19600",
      "title": "Cracking Mobile Manipulation: From Failure Diagnosis to Agentic Robot System",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19594",
      "title": "RoboSpan: Learning Modular Coordination Policies for High-DoF Whole-Body Mobile Manipulation with Teleoperation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19587",
      "title": "Moral Combat: Exploiting Moral Foundations Theory to Jailbreak LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19579",
      "title": "Back on Track: Deployment-time Policy Improvement via World Model Planning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19571",
      "title": "LED-BENCH: A Benchmark for Large-format Engineering Drawing Understanding",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19560",
      "title": "$τ$-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19551",
      "title": "TextVerifier: Seeing Beyond Recognition to Verify Chinese Text Rendering",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19549",
      "title": "GraphRAG-LTM: A Layered Threat Modeling Framework for Attacks on Graph Retrieval-Augmented Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19541",
      "title": "GS-PRM: Gaussian Visual Roadmap for Image-Goal Navigation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19527",
      "title": "Dual-arm Cooperation for Tabletop Wiping with Temporal Object Removal",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19523",
      "title": "Dungeon and Visibility World Generator",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19518",
      "title": "HiFun: a Hierarchical Framework for Efficient Functional Dexterous Manipulation Learning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19517",
      "title": "VLRLA: Deployment-Time Adaptation of Vision-Language-Action Models through In-Context Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19510",
      "title": "One Block Ahead: Promoting Sampler State in Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19497",
      "title": "Structure-Preserving Document-Level Data Augmentation via Discourse Parsing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19495",
      "title": "Robota-Embed: Unified VLA Embeddings for Robot In-Context Learning and Evolution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19492",
      "title": "Towards Efficient Simultaneous Inverse Text Normalization with Pretrained Text-to-Text Language Model and Read-Tag-Write Policy",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19481",
      "title": "IMU-Bench: Benchmarking Wrist IMU Representations Across Kinematic, Semantic and Clinical Tasks",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19479",
      "title": "Active Generative Simulation: Meta-Learning What to Simulate for Sim-and-Real Policy Co-Training",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19475",
      "title": "ActICL: Post-Training for Agentic Multimodal In-Context Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19465",
      "title": "Spacecraft Pose Tracking via Kinematic Prediction and Selective Event Correction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19443",
      "title": "More Than Seeing: Vision as Scalable Anchors in Native Multimodal Pre-Training",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19438",
      "title": "Paraphrase Consensus Is Not Self-Consistency: Instruction Reliance and Robustness in VLA Policies",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19431",
      "title": "$S^3$-Nav: Structured Spatial-Semantic Decision Making for Language-Guided Robot Navigation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19427",
      "title": "How Do LLMs Understand Legal Philosophy? Diagnosing Legal-Philosophical Reasoning in LLMs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19424",
      "title": "VideoHarness-SRSI: Structured Recursive Self-Improvement for Video Understanding Harness",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19420",
      "title": "From Failures to Learnable Worlds: Policy-Conditioned Environment Generation for Navigation Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19419",
      "title": "WinARDet: Compressed Window Auto-Regression for Long-Horizon Vision-Language Grounding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19413",
      "title": "A VR Training System for Robot-Assisted Vascular Intervention with Dual-Mode Control and Model-Based Interaction Response",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19408",
      "title": "ForkGRPO: Efficient Exploration and Fine-Grained Credit Assignment for Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19407",
      "title": "Vision-Language Models Integrate Conflicting Evidence Like Biased Bayesian Observers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19403",
      "title": "Topology-Preserving Multi-Usage Pipe Centerline Refinement under Permanent Tubular Occupancy",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19395",
      "title": "A Master-to-Simulation Interface with Demonstration-Trajectory Guidance for Vascular Intervention",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19393",
      "title": "Beyond Kinematic Tracking: Preserving Expressive Characteristics in Humanoid Whole-Body Control",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19380",
      "title": "Learning What to Keep: Transfer-Aware Personal Skill Learning from User Feedback",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19373",
      "title": "Evaluating Compressed Memory: Dependence, Utility, and Content Benefit",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19367",
      "title": "Beyond Corrected Actions: Training LLM Agents on Textual Critiques",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19366",
      "title": "Seeing, Maintaining, and Learning: The Evolution of Multimodal Agent Memory",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19361",
      "title": "VLX-Go: Robust Embodied Tracking through Multi-Stage Learning and On-Policy Refinement",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19341",
      "title": "MMKG-R1: Constructing Multimodal Knowledge Graphs via Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19336",
      "title": "Probabilistic Physics Digital Twin for Human-Robot Interaction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19331",
      "title": "LLM-jp-4 Technical Report",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19330",
      "title": "NavAble: A Large-Scale Dataset and Synthetic Data Generation Pipeline for Blind Navigation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19316",
      "title": "Truthful and Expected-Payment-Optimal Model Routing in Graph-Based Agentic Workflows",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19314",
      "title": "PersEvalBench: Can LLM Evaluators Judge Contextually Appropriate Use of Persona Information?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19295",
      "title": "Learning Keypoint Constraints from Visual Demonstrations for Safe Motion Planning",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19294",
      "title": "Qwenfant: Train Big Character-level BabyLMs on Concise Parallel Text",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19291",
      "title": "Can LLM Agents Efficiently Identify Appliance Faults? Insights From Diagnosing a Simulated Appliance",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19267",
      "title": "MemeTrace: A Multimodal LLM-Based Agent for Safety-Aware Meme Provenance Analysis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19266",
      "title": "LAMP: 3D Source-Aware Lighting Estimation at Multiple Points",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19262",
      "title": "MIND: Instruction-Conditioned Incremental Grounding for Robots",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19250",
      "title": "Full-Order Safety for Nonlinear Reduced-Order MPC",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19248",
      "title": "PACER: Process-Aware VLA Policy Learning from Human Corrections for Robotic Disassembly",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19247",
      "title": "Copy-Paste Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19224",
      "title": "End-to-End Vision-Language-Action Policies for Autonomous Lunar Rover Docking",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19210",
      "title": "Titan-Llama: Retrofitting Pre-trained LLMs with External Neural Memory Modules",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19206",
      "title": "DUALVIEW: Leveraging Broad and Output-Specific Evidence for LLM-based Multi-Output Text Regression",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19202",
      "title": "Weighted Ensemble Sampling for Rare-Event Estimation in Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19201",
      "title": "Into the LidarVerse: A Real-Time Unified LiDAR World Model Across Tasks and Sensors",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19190",
      "title": "NEPSEE: A Double-Annotated Benchmark for Nepali Sentiment Analysis",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19184",
      "title": "HERO: Harnessing Evidence for Test-time Refinement and Prompt Optimization in Program Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19183",
      "title": "A Mode-Unified, Continuous, and Biomimetic Control Strategy of a Robotic Lower Limb Prosthesis",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19166",
      "title": "Fantastic Metrics and How to Find Them: Meta-Evaluating Metrics for Multi-lingual Style-Personalized Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19165",
      "title": "ListQA: A Benchmark for Evaluating List-Formatted Factual Knowledge Retrieval in Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19157",
      "title": "DivAlgo: A systematic evaluation of algorithmic diversity for code generation models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19155",
      "title": "FACT: A Multimodal Force-Action-Track Foundation Model for Human-to-Robot Dexterity",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19143",
      "title": "Post-Training, Finetuning, and Steering:A Field Guide for Curating Training Data",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19141",
      "title": "Collective Learning for Unified Robotic Manipulation via Predictive Dynamics Adaptation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19131",
      "title": "Plant Memory: Technical Language Processing and a Verified Maintenance Ontology for Agent-Accessible Failure Knowledge from SAP PM Work Orders",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19122",
      "title": "Learning in Orbit: Onboard Training and Closed-Loop Attitude Control with a Thermal Segmentation Model on a Spacecraft",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19118",
      "title": "DecisionRobust: Benchmarking Robustness for JEV Style Decision Models Across Text and Vision",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19108",
      "title": "Towards a Data-Centric Understanding of Spatial Reasoning in Multimodal Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19102",
      "title": "The Gap Is in the Geometry: A Convergent Meta-Analysis of Multi-Facet Aerial and Remote Sensing Video Understanding",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19100",
      "title": "GroundGUI: GUI Grounding by High-Quality Data and Distillation-to-Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19097",
      "title": "Benchmarking 3D Reconstruction for Under-Ice Robotic Perception in Arctic Environments",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19091",
      "title": "DiffGIPC: Differentiable Mixed-Coordinate Contact Dynamics on GPU",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19089",
      "title": "DexMimic: A Generalist Dexterous Hand-Object Tracking Policy via Value-Guided Reset Allocation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19082",
      "title": "Receding-Horizon Next-Best-View Planning for Highly Occluded Target Perception",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19067",
      "title": "Tread: A Visuo-Inertial Framework for Terrain and Locomotion Context-Aware Gait-Phase and Speed Estimation in Wearable Robotics",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19052",
      "title": "Why Do VLMs Fail at Remote Physiological Measurement? Rethinking with Physiological Grounding and Numerical Alignment",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19048",
      "title": "Pre-Trained Language Models as Zero-Shot Tools for Social Science Research",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19044",
      "title": "RingNav: Task-Shaped Circular Memory for Visual Heading",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19026",
      "title": "Joint Subspace Sparse Attention for Efficient Long-Context Decoding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19021",
      "title": "Can LLMs Access their World Knowledge for Event Prediction?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.19003",
      "title": "Evaluating Large Language Models for Multilingual Abstractive Summarization: A Comprehensive Study of English and Bengali",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18991",
      "title": "Contact-UAN: Unsupervised Actuator Networks as a Residual World Model for Humanoid Control",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18874",
      "title": "ChunkAct: Action Chunking for Agentic Robotics",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18873",
      "title": "LoopWAM: Closed-Loop Generalist Policy Improvement from Deployment Rollouts",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18869",
      "title": "What Matters in Quality-Aware VLA Pretraining: A Benchmark and Empirical Study",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18868",
      "title": "Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18867",
      "title": "EmbodiedEvo: Self-Evolving Coding Agent For Physical Intelligence",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18862",
      "title": "DoubtLess: Training-Free Contrastive Decoding for Efficient Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18861",
      "title": "Hybrid Reasoning Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18858",
      "title": "Visual Tokens on Demand: Visual Budgeting for Scalable and Efficient Multi-Image Reasoning in Multimodal LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18855",
      "title": "Interaction Latents as Actions for Contact-Rich Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18852",
      "title": "ForceWAM: Decoupling Future and Response Learning from Demo and Play Data for Contact-Rich Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18851",
      "title": "MFG: Multi-turn Feedback Guided Molecular Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18845",
      "title": "The Last Remote Sensing Model Built by Humans? Casting Any Earth Observation Task as Recursive Self-Improvement",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18844",
      "title": "RepProbe: Can Video Language Models Count Repeated Actions? A Diagnostic Benchmark",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18836",
      "title": "Plan-Bench: Can Existing VLMs Go Well Beyond Perception to Reason and Plan in Embodied Worlds?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18834",
      "title": "Game2Real-Bench: Do Toy Games Reveal and Transfer to Real-World Visual Reasoning?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18829",
      "title": "OmniCompass: A Holistic Benchmark for Omni-Modal Video Grounding and Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18820",
      "title": "Read the Room Before Your Model Generates",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18818",
      "title": "Back-Translation Still Matters: Leveraging Monolingual Data for Low-Resource Machine Translation with LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18809",
      "title": "Depth Memory",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18807",
      "title": "SkillScaffold: Scaffolding Agentic Reinforcement Learning with Policy-Adaptive Skill Credit Assignment and Selective Injection",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18950",
      "title": "$λ_0$: Scaling Open-World Egocentric Human Data for Humanoid Loco-Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18792",
      "title": "SEAR: Self-Evolving Agentic Robotics",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18786",
      "title": "Where Do LLM Ensemble Gains Come From? Decomposing Candidate Value, Diversity, and Aggregation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18780",
      "title": "BLADE: Auditing Information Use for Failure Attribution in LLM Multi-Agent Systems",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18774",
      "title": "GreenWAM: A World Foundation Model for Robotics",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18762",
      "title": "Looking Complete Is Not Being Grounded: Evaluating LLM Sitreps Against Human-Authored Situation Reports",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18729",
      "title": "Segment Where You Look: Attention as the Interface Between Language Models and Segmenters",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18726",
      "title": "Code-Switching Detection via Language-Selective Dimensions in Speech Foundation Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18725",
      "title": "Learning Source Structure: Bayesian Prediction with Transformers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18724",
      "title": "AIRRI: Towards a Human-Readable, Machine-Resistant Reading Interface",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18697",
      "title": "UniW(A)M: A Unified Mixture-of-Experts Framework for World and World-Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18694",
      "title": "GeoReader: Learning Latent Geometry for Spatial Reasoning in Vision-Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18690",
      "title": "Just Respect the Semantics: Image-Token Compression via Pre-LLM Semantic Variable-Resolution Tokenization and In-LLM Relevance Pruning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18683",
      "title": "ProAS: A Progress-Aware Advantage Shaping Framework for Multi-Turn Agentic Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18649",
      "title": "Tiny Recursive Message Passing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18642",
      "title": "MultiAlloc: Budget-Aware Precision Allocation for KV Cache Quantization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18638",
      "title": "To Align or Not To Align: Check Your COMPASS Before You Train",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18624",
      "title": "MajorTOM:Elliot Pretrain, A Multi-Sensor, Multi-Temporal Pretraining Dataset for Earth Observation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18615",
      "title": "VideoJev: System One Model for Video Understanding and Interaction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18614",
      "title": "Can an Agent Learn to Predict Its Own Failure? Outcome-Grounded Confidence Calibration in LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18609",
      "title": "DPOison-VL: Clean Preference Poisoning in Vision-Language Direct Preference Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18606",
      "title": "Beyond Answer Voting: Fine-Grained Correction of LLM Reasoning through Graph Alignment across Sampled Traces",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18605",
      "title": "From Hindsight to Foresight: Dissecting Clinical Evidence Acquisition in Large Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18604",
      "title": "LLM2R: From Large Language Models to 3D Reassemblers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18598",
      "title": "Rethinking Projector Training in Multimodal LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18588",
      "title": "Decomposing and Predicting Annotation Disagreement in Harmful Content Across Languages",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18572",
      "title": "LLM Agents for Automated Post-Training via Structured Recipe Optimization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18569",
      "title": "CREATE: Creativity Evaluation of VLMs using the Visual Remote Associates Test",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18568",
      "title": "WAVE-0: Bridging VLA Policies and WAMs with Lightweight Latent Future Prediction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18535",
      "title": "Meta-Video: Efficient Standardized Evaluation for Video Understanding",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18529",
      "title": "How Reliable Are System-One Decisions in Medicine? A Comparative Study of Jev, Jev-like Models, and LLMs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18520",
      "title": "The Geometry of Language Model Logits: Generic Structure and Learned Departures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18516",
      "title": "Two For The Price Of One: Curvature-Aware Pruning Preserves Influence Functions Too",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18508",
      "title": "Towards Safe Autonomy for Computer Use",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18504",
      "title": "How Low Can You Go: Fine-Tuning LLMs with Bayesian Optimization (LlMBO)",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18499",
      "title": "EgoOmniWorld: Unifying Egocentric Understanding via Ego-Action-World Interactions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18497",
      "title": "Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18471",
      "title": "Graph Metanetworks for Transformer Based Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18457",
      "title": "Kairos: Transactional Security Enforcement at the System Boundary for LLM Agents",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18455",
      "title": "EmoGenie: Benchmarking and Evaluating Expressed and Evoked Emotion in T2I Generation with MLLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18451",
      "title": "FastEEP: Fast Intra-Instance Elastic Scaling for Expert-Parallel MoE Serving",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18447",
      "title": "Thinker-WM: A Unified World Model with Shared Multimodal Representations for Embodied Intelligence",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18442",
      "title": "Copying Is Not Grounding: Training Faithful Long-Form RAG with Authored-Sentence Credit",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18420",
      "title": "Agaram 2.5B: The First Tamil-First Language Model Trained from Scratch with Tool Calling. A Playbook for Under-Represented Languages",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18415",
      "title": "Do Factuality Methods Make LLMs More Factual? Reproducibility and Fair Comparison",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18412",
      "title": "Not All Drift Is a Mechanism: Tracing Prompt Adaptation in LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18407",
      "title": "Multi-Stream Residual Computation in Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18399",
      "title": "Bifocal: Training-Free Mixed Granularity Visual Token Pruning for Multimodal LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18388",
      "title": "ReDiS: Reasoning-Diagnosis Self-Evolution for Multimodal Reasoning in Remote Sensing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18369",
      "title": "Hallucination-aware Faithful Reasoning in Remote Sensing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18359",
      "title": "Pin It on Anyone: Certified Targeted Displacement of Multi-Bit LLM Watermarks Without the Key",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18343",
      "title": "Lightweight but Linguistically Fair? Quantisation Robustness across Bavarian, German, and English",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18326",
      "title": "Jev-Guard: Fast Routing and Auditing Agent Actions over Editable Policy Trees",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18323",
      "title": "Omni-RS: Unifying Multi-Task Understanding and Generation in Remote Sensing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18299",
      "title": "LegalRewardBench: Benchmarking Reward Models for Legal Preference Evaluation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18295",
      "title": "Robust Logical Anomaly Detection under Capture Shifts via Synthetic Anomalies",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18269",
      "title": "PAINT: A Framework for Multilingual Pain Representation from Medical Licensing Exams to Real-World Clinical Texts",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18262",
      "title": "Encrypted Skills Can Become New Security Exploits If AI Agents Know How to Decipher",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18256",
      "title": "Teach Me After You Learn It: Lookahead Self-Distillation for RLVR",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18248",
      "title": "Are We Testing Too Much? A Survey of Benchmark Compression for Efficient Evaluation of Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18238",
      "title": "Heading Hierarchy Reconstruction for Complex and Long Documents with Level-Wise Multimodal Memory",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18216",
      "title": "TextualRL: Textual Reinforcement Learning for Context Management",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18210",
      "title": "Operator Surrogates",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18200",
      "title": "A Few More Tokens Ahead: Reinforcing Parallelism in Diffusion LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18176",
      "title": "Neuro-Symbolic Graph Transformers for Hierarchical Intention Recognition from Multimodal Human Activity Sequences",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18173",
      "title": "TRACESTEER: Trace Driven Activation Steering for Hallucination Mitigation in Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18161",
      "title": "Benchmarking Multimodal Large Language Models for Zero-Shot Human-Object Interaction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18159",
      "title": "Claim Framing as a Driver of LLM Sycophancy",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18157",
      "title": "Fan Out or Relay? Ownership-Aware Routing for LLM Agents Querying Siloed Tables",
      "review_decision": "accepted",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18140",
      "title": "SparPR: Runtime KV-Cache Recovery for Resource-Constrained LLM Inference on Consumer Hardware",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18122",
      "title": "Cheap, Consistent, Calibrated, but Biased? Typed Decision Models as Judges",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18121",
      "title": "Narrative Lookahead in LLMs: Event-Level Decodability, Predictive Advantage, and Steering",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18108",
      "title": "A CaLLM Judge is a Better Judge: Mitigating Bias in LLM-as-a-judge",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18104",
      "title": "The Effect of Layer Ordering in Hybrid Architectures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18085",
      "title": "Same Function, Different Trajectory: No Standard Optimizer Is Equivariant to Transformer Reparameterization",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18051",
      "title": "inLoRA-MINT: Internal Representations for Auditing Training Data in Domain-adapted LLMs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18038",
      "title": "Data-Free Continual Learning for World Action Model with Rectified Generative Replay",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18025",
      "title": "SHELDON: Reasoning through Dual Search over Hypothesis and Observation Spaces",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18023",
      "title": "FRACTION: Fraud Explanation Generation via Agentic Graph Context Navigation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18019",
      "title": "Machine--human agreement in marking undergraduate assignments is specific to model, prompt and institution",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18001",
      "title": "Match the Canvas, Not Just the Answer: Predictability-Aware SFT for Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17991",
      "title": "PolUR: Polarization Aware Multimodal Degradation Perception for Underwater Image Restoration",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17989",
      "title": "Seeing Through the Forgery Is Not Enough: Regressive Sycophancy under Fabricated Evidence in Medical Vision-Language Models",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17977",
      "title": "ReEnvision: Future-Guided Selective Action Repair for Long-Horizon Manipulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17966",
      "title": "BELT : BEhavior-Aligned Low-Rank KV Cache Compression with Learned Top-k Rank Allocation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17959",
      "title": "Virtual Head Attention",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17953",
      "title": "Agent-Reflex: Teaching Language Agents to Act Reflectively",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17948",
      "title": "HaloBlock: Faster and Better Decoding for Diffusion Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17937",
      "title": "MERIT: Multimodal Evidence Reasoning over Image Tables",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17917",
      "title": "Batch-Paced: Fixed-Budget Batch Decoding in Discrete Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17908",
      "title": "Text-Only vs. Image-Aware VLM Judges for Manga Translation Evaluation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17903",
      "title": "DriveWLA: Unifying Future Dynamics and Scene Semantics through World-Language-Action Modeling for Autonomous Driving",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17902",
      "title": "Visual Dependence Does Not Imply Answerability: A Systematic Analysis of Answerability Signals in Frozen InstructBLIP",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17901",
      "title": "FlashMask-3: Efficient and Expressive Mask-Aware Distributed Attention",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17893",
      "title": "Training LLMs for Multi-Agent Collaboration with Verifiable Information Rewards",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17880",
      "title": "Cross-Lingual Transfer of Evil Vectors Is Directionally Asymmetric",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17868",
      "title": "Prefilling-dLLM v2: Learned Chunk Routing for Long-Context Diffusion Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17866",
      "title": "MicroCLIP: Connecting Text and Microscopy Images via Contrastive Language--Image Pretraining",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17853",
      "title": "DVTR-KD: Distilling Vision-Language Models via Intermediate Visual Token Reconstruction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17844",
      "title": "What Makes a Good Visual Representation for Spatial Understanding in MLLMs?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17831",
      "title": "Diff Diffusion: Predicting Edit Paths with Diffusion Models for Efficient Code Editing",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17824",
      "title": "Checking the Checkers: A Synthesis of Verifier Noise and Robustness in RLVR",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17804",
      "title": "Learning from fracture: Teaching language models to design through physical experience",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17802",
      "title": "Beyond the End-Effector: Learning Whole-Arm Contact Manipulation from Human Demonstrations",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17794",
      "title": "GIFT-Eval-CTX: A Benchmark For Contextual Forecasting Model Evaluation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17792",
      "title": "MHVF: Training-Free GUI Grounding via Verification-Guided Multi-Hypothesis Search",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17791",
      "title": "When, Where, and Why: Hierarchical Causal Explainability for Video Face Understanding with MLLMs",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17786",
      "title": "Agentic4PDM: Host-Governed Evidence Admissibility for Industrial Fault Diagnosis",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17780",
      "title": "Full-duplex Spoken Language Modeling with Discrete Diffusion",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17777",
      "title": "Beyond Belief Nesting: Rethinking Higher-Order Theory of Mind in Large Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17751",
      "title": "Degrees of Freedom in Multi-Agent Coordination: Between Centralized and Decentralized Regimes",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17734",
      "title": "Explore with Memory, Learn without It: In-Context Exploration and Self-Distillation for LLM Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17733",
      "title": "CoCA: Criterion-Aware Credit Assignment for Rubric-Based Reinforcement Learning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17730",
      "title": "DT-LoRA: Reaching Beyond the Tangent Space of Low-Rank Adaptation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17727",
      "title": "SkillScreen: High-Recall Screening of Malicious Agent Skills with Decision Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17726",
      "title": "TSRL: Trigger-based Supervised Reinforcement Learning for Continual Agent Training",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17706",
      "title": "From Token Correction to Claim Admission: Training-Free Hallucination Mitigation for Large Vision-Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17688",
      "title": "OccWAM: Occupancy World-Action Models with Joint Scene-to-Ego Flow Matching",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17686",
      "title": "Encoding Context into LLM Weights: What Makes It Context?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17673",
      "title": "RALI@iKAT 2026: Retrieval-aware User Profile Denoising via Personalized Conversational Dense Retrieval",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17651",
      "title": "Code2Worlds-2: Physically Plausible Agent Harness for Embodied World Simulation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.17640",
      "title": "MemAct: Streaming Spatial Understanding with Memory and Active Exploration",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17639",
      "title": "FrameLite: Decision-Oriented Aesthetic Cropping with a Compact Vision-Language Model",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17638",
      "title": "Acting Through Registers",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17637",
      "title": "Mixed Precision Scaling Laws for Quantized Pretraining",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17636",
      "title": "The Tokens Strike Back: Safety-Aware Denoising with Directional Embedding-based Revision",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17633",
      "title": "Executable Prefix Values for Locating Agent Failures",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17630",
      "title": "From Pixels to Executable Physics: Behavior-Grounded World Models for Embodied Action Consequence Prediction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17625",
      "title": "4LC: 4D Latent Cache for Efficient Conditioning in Dynamic World Modeling",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17597",
      "title": "TDR: Tagalog Diacritic Restoration Dataset",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17596",
      "title": "Tanawpamana: Benchmarking Vision-Language Models on Philippine Cultural Heritage Sites",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17590",
      "title": "Revisiting the 16x Pretraining Compute Gap between Diffusion and Autoregressive Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17576",
      "title": "Dissociating Answerability from Extraction in LLM Question Answering over Radiology Reports",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17560",
      "title": "EdgeWise: Bringing Long-Horizon Agents to the Edge via Selective Cloud Delegation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17544",
      "title": "Many Steps into One: Reasoning Contraction and the Limits of Safe Memory Reuse for LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17531",
      "title": "Towards Green AI: Evaluating Energy Efficiency for Quantized LLM Inference",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17530",
      "title": "TwinPrune: Density-Aware Two-Phase Token Pruning for Vision-Language Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17528",
      "title": "ATTUNE: Agentic Throughput Tuning for LLM Training",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17526",
      "title": "Box-WAM: Box Trajectories as Compact State Representations for World Action Models",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17503",
      "title": "Foundation Models for Event Prediction Across Heterogeneous Event Logs",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17456",
      "title": "Compositional RL: Evaluating and Training LLMs for Collaborative Reasoning",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.17440",
      "title": "Know-Thy-Not: Training-Free Targeted Negation in Dual-Encoder Vision-Language Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17426",
      "title": "Reinforcement Learning In Partially Verifiable Environments for Colon Cancer Treatment Planning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17402",
      "title": "Evaluating Temporal Reasoning in Large Language Models: Event Temporal Relation Extraction with Allen's Interval Algebra, Logical Consistency, and Relative Time in Narratives",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17399",
      "title": "Learning to Detect Shifts in Unstructured Data Streams via Monitoring-by-Betting",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17397",
      "title": "JustOPD: On-Policy Distillation from Autoregressive to Diffusion Language Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17387",
      "title": "Cross-Market Meta-Learning for Electricity Price Forecasting",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17384",
      "title": "Measure Neural Mappings",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17379",
      "title": "EPOCH: Coverage-Aware Evolution with Experiential Preference Optimization for LLM-based Automated Heuristic Design",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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      "id": "2610.17375",
      "title": "PIG: Parallel Inconsistency Guidance for Accelerating Diffusion Language Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17363",
      "title": "UMCR: Universal Medical Concept Recognition through Guideline Integration and Agentic Linking",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17358",
      "title": "claimcheck: Measuring and Improving Specification Faithfulness",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17355",
      "title": "WIRE: Weight Space Implicit Representation Encoding of Frozen Video LLMs",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17332",
      "title": "COMPASS: Membership Inference Attack Against Vision Large Language Models via Adaptive Noise Calibration",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17321",
      "title": "GPU Goldmines: Tunable WebGPU Kernels for Edge LLM Inference",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17312",
      "title": "A Geometrical Approach to Constructing Neural Networks for Perfect Training-set Classification",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17306",
      "title": "Calibrating LLM Explanations to Human Decisions with Reinforcement Learning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17269",
      "title": "Measuring Learned Equivariance: An Information Theoretic Approach",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17251",
      "title": "HybridDualPathNet: Cross-Fusion Attention of EfficientNetV2 and Swin Transformer for Brain MRI Classification of Alzheimer's and Parkinson's Disease",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17246",
      "title": "LLM-to-Flow Distillation: Teaching Natural Language Goals to Scientific Generators",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17243",
      "title": "From Conceptual EneMonIE to an Executable Backend: A Modular Architecture for Energy Information Extractionand Grounded Question Answering",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17242",
      "title": "When Left Is Right? Camera-Motion Understanding beyond Screen",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17233",
      "title": "Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17214",
      "title": "Density-Matrix Reinforcement Learning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17203",
      "title": "Online LLM Personalization from Pairwise Preferences Across Users",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17202",
      "title": "MLAfication: Efficiently Enabling High-Fidelity MLA for Modern LLMs",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17174",
      "title": "Generative Flow on Symbolic Abstractions for Embodiment Capability Discovery",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17164",
      "title": "Learning Perceptual Geometry of Natural Odor Mixtures from LLM-Derived Descriptors",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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      "id": "2610.17158",
      "title": "The Format is the Filter: Scoring Format Fixes What an LLM Judge Can Express",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17143",
      "title": "OpenDGO: Benchmarking Multi-Agent Organizations Across Diverse Application Domains",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17141",
      "title": "MARS: Systematic Multi-Level Acceleration for World Action Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.17125",
      "title": "ToolHACE: A Dataset for Detecting Hallucinations in Tool-Based LLM Responses",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17124",
      "title": "D2: High-Capability Full-Duplex Spoken Language Models from Half-Duplex Backbones",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17118",
      "title": "When LLM Agents See a Conflict but Still Proceed: Cross-Domain Dependencies in Network Slicing",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17117",
      "title": "Gluing Local Contexts into Global Meaning: A Sheaf-Theoretic Decomposition of Transformer Representations",
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      "title": "Rethinking LLM-Guided Visual Question Answering: Does Deeper Knowledge Integration Really Help?",
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      "title": "UZHCL_for_the_win at Touche: Encoder Fine-Tuning, Synthetic Augmentation, and an Underpowered Encoder-LLM Comparison",
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      "title": "Gradient Routing Localizes and Removes Unintended Behaviors in RL",
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      "title": "AD4EDU: Benchmarking University Lecture Audio Description across Accessibility Standards, Metrics, and Learner Preferences",
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      "title": "Beyond Model Bias: Cross-Entropy Based Rankings in Literary and Academic Texts Remain Stable across Small Language Models",
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      "title": "MENTOR: Procedural Shielding of Tool-Using LLM Agents",
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      "title": "LLM Evaluation is a Forecasting Problem",
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      "title": "AUGUstus: Autonomous Driving VLA Model with Unified Generation and Understanding",
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      "title": "The Value of Being Wrong: Self-Mined Visual In-Context Learning from Errors",
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      "title": "UniLAP: A Unified Latent Action Policy for Cross-Embodiment Manipulation",
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      "title": "Learning to Design SR Solvers: Harness Optimization for Symbolic Regression",
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      "title": "SarcasTraps: Effect of Sarcasm on Turkish Hate Speech Detection",
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      "id": "2610.16956",
      "title": "DDVR-Net: Degradation-Aware Decoupling and Visibility-Guided Restoration for Historical Document Recognition",
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      "id": "2610.16945",
      "title": "UniMetric: Universal Metric Scale Recovery for Visual Geometry Foundation Models",
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      "title": "Estimating Uncertainty of Omnimodal Large Language Models via External Omnimodal Embeddings",
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      "title": "Time Window Optimization for Motor Imagery Classification via Temporal Structure Embedded Reinforcement Learning",
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      "id": "2610.16891",
      "title": "AI-Assisted Tumor-Growth Law Discovery from Sparse Data: Refitting and LLM-Based Ranking",
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      "id": "2610.16868",
      "title": "From Parallel to Sequential: Small-Batch Noise Restores Simplicity Bias of Muon",
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      "id": "2610.16866",
      "title": "Efficient Resource-Shiftable RL Post-training with Generative Rewards",
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      "id": "2610.16859",
      "title": "ANCHOR: Assessing Naturalistic Constraint Hierarchies and Ordering in Repository-Grounded Agentic Coding",
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      "id": "2610.16857",
      "title": "Towards Cost-Efficient Video Dataset Construction with Large Language Models",
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      "id": "2610.16839",
      "title": "Label Collapse in Diffusion Language Model In-Context Learning",
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      "id": "2610.16837",
      "title": "A Scaled-Up Empirical Study of Syntactic Language Models",
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      "title": "The Bell Boundary of Shared Representations",
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      "id": "2610.16822",
      "title": "DTA-GT: Direction- and Topology-Aware Graph Transformer for Neural Network Representation Learning",
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      "id": "2610.16817",
      "title": "Growing to See: Efficient Pretraining of Self-Supervised Vision Transformers",
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      "id": "2610.16815",
      "title": "On the Calibration of Crowdsourcing Aggregators",
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      "id": "2610.16812",
      "title": "DASS: A Solver-Adaptable Dynamic Auxiliary Search Strategy for Symbolic Regression",
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      "id": "2610.16793",
      "title": "ViewStruct: View-Grounded Articulation and Connectivity Inference",
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      "id": "2610.16761",
      "title": "Separating Prompt Harmfulness from Interaction Safety via Partial Generation",
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      "id": "2610.16755",
      "title": "The Multilingual Artificial Hivemind: Do All LLMs Think Alike in Every Language?",
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      "id": "2610.16744",
      "title": "FoveaTree: Information-Density Trees for Query-Guided Visual Token Pruning in Video Large Language Models",
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      "id": "2610.16722",
      "title": "Lost in Contrast: Instruction-Preserving Decoding for Reliable Visual Question Answering",
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      "id": "2610.16666",
      "title": "Revisiting Natural Language Prompts from Large Language Models for Open-Vocabulary Video Recognition",
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      "id": "2610.16653",
      "title": "Counting with Attention and LayerNorm: Norm Scaling and Representation Geometry",
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      "id": "2610.16641",
      "title": "What Limits Cross-Task Generalization in World Action Models?",
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      "id": "2610.16636",
      "title": "SuPER-Mamba: Surprisal Prioritization for Extended-Context Routing in Mamba",
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      "id": "2610.16634",
      "title": "Language2Drive: Do Vision-Language-Action Models Really Follow the Instructions in Autonomous Driving?",
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      "id": "2610.16622",
      "title": "Answer It or Not? Towards Prompt-Adapted Adversarial Images on Vision Language Models",
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      "id": "2610.16592",
      "title": "Prorsa: Unleashing the Potential of Prefill-Decode Disaggregation in Agentic Reinforcement Learning",
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      "title": "JtT: Rethinking Point Trajectory Diffusion for Diverse and Rigid Motion from an Image",
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      "id": "2610.16579",
      "title": "LLM-HB: Language-Aware LLM-Guided Hotword Biasing for Code-Switching ASR",
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      "id": "2610.16577",
      "title": "CineRecon: Benchmarking Frontier Models for Agentic Cinematic Reconstruction",
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      "id": "2610.16569",
      "title": "From a Large-Scale Teacher to Efficient Multimodal Students for Search Relevance Prediction",
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      "id": "2610.16567",
      "title": "VLA-GAUGE: Systematically Evaluating Generalization and Robustness in Vision-Language-Action Models",
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      "title": "G$^2$WAM: World Action Models for Efficient and Geometry Grounded Image-Goal Navigation",
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      "id": "2610.16533",
      "title": "Spectral-Driven Adaptive-Rank Optimizer for Large Language Model Reinforcement Learning with Verifiable Rewards",
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      "id": "2610.16523",
      "title": "EAU: Environment-Agent-User Co-evolution for Training User-Centric Agents",
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      "title": "Trust-Calibrated VLA Policy Post-Training with Evolving Imagination",
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      "title": "Intent-Triggered Anchoring for Multi-Token Format Units in Parallel Decoding of Diffusion Language Models",
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      "id": "2610.16502",
      "title": "KARAMEL: Knowledge-Aware Ranking for Multimodal Entity Linking in the Arts via Heterogeneous Graphs",
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      "id": "2610.16490",
      "title": "Communication, Vocalisation, and Language",
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      "id": "2610.16489",
      "title": "Growing and Transferring Pathways for LLM Reinforcement Learning",
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      "id": "2610.16482",
      "title": "MiMaAlign: Hierarchical Micro-Macro Alignment for Physically Plausible Video Generation",
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      "id": "2610.16465",
      "title": "Teaching Vision-Language Models to Decline: Support Completion Against Mirage",
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      "id": "2610.16460",
      "title": "The interpreter as developer: An autoethnographic design study of building a computer-assisted interpreting tool through human-LLM co-creation",
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      "id": "2610.16455",
      "title": "GHOST: Geometry-Constrained Hybrid Diffusion for Open-Vocabulary 3D Scene Graph Generation",
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      "id": "2610.16451",
      "title": "StructZO: Structured Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning",
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      "id": "2610.16441",
      "title": "VisExMEM: Visual Evidence-Based Explainable Multimodal Evaluation Metric",
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      "id": "2610.16391",
      "title": "RetroPlanner: Multi-Route Expansion and Multi-Objective Reasoning for LLM-Based Retrosynthesis Planning",
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      "id": "2610.16372",
      "title": "PersonaFactor: Preference Factors with Dynamic Selection for LLM Personalization",
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      "id": "2610.16371",
      "title": "Rule vs.Consequence: Dissociable Internal Representations of Moral Reasoning in LLMs",
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      "title": "LoopQuant: Accurate and Efficient Post-Training Quantization for Looped Transformers",
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      "id": "2610.16364",
      "title": "From Sound to Sense: An Anatomy of Semantic Supervision for Speech-Driven Visual Grounding in Remote Sensing Imagery",
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      "id": "2610.16355",
      "title": "PINT: A Unified Model with Shared Predictive Intent for Robot Manipulation",
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      "title": "A Production-Grade, High-Efficiency Agentic RL Framework for Frontier LLMs with Validated Recipes",
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      "id": "2610.16345",
      "title": "ChronoScribe: Semantic-Numerical Specialization for Instruction-Driven Time Series Forecasting",
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      "id": "2610.16343",
      "title": "Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate",
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      "title": "Anomaly-Guided Observation and Two-Level Semantic Feedback for Training-Free Video Anomaly Analysis",
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      "title": "Strong yet Controllable LLM Abstention without Learning to Abstain",
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      "id": "2610.16299",
      "title": "Learning Temporal Evidence Selection for Video Anomaly Understanding",
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      "id": "2610.16289",
      "title": "Fast Quantized Johnson$-$Lindenstrauss Transforms",
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      "id": "2610.16288",
      "title": "REVEAL: Reverse Engineering Agentic Latents from Frontier-Model Traces",
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      "id": "2610.16281",
      "title": "RelLedger: Relational Information Governance for LLM Agent Organizations",
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      "id": "2610.16264",
      "title": "Spectral Considerations on Unsupervised Time-domain EEG Representation Learning with Deep Networks",
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      "title": "A Decade of PhotoMappers: A Longitudinal Study of Crowdsourced Disaster Photos Geolocalization with Vision-Language Models and Geospatial Reasoning",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.15398",
      "title": "GA-SVD: Generation-aware Singular Value Decomposition for LLM Compression",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.15390",
      "title": "From Acoustic Sensing to Physical Actions: A Comprehensive Survey of Security Risks in Edge-Deployed Audio LLM-Based Agents",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.15389",
      "title": "VideoEvoHarness: Self Evolving Agent Harness from Unlabeled Videos for Video Understanding",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15384",
      "title": "E8 Lattice Key Quantization for Low-Bit KV-Cache Compression",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15371",
      "title": "A Sovereign, Indic-First, Reasoning Model",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15365",
      "title": "TRACE: Temporal Risk Assessment and Concept Editing for Safer Language Generation",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15337",
      "title": "CoLA: Multi-VLA Coordination via Learned Adapters",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.15336",
      "title": "ZOIF: Zeroth-Order Influence Function Estimation for LLM Data Selection Using Only Forward Passes",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15328",
      "title": "Anchor-and-Harvest Curriculum: A Fully Unmasked Non-LLM Curriculum for Craftax",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15307",
      "title": "FENAS: A Few-Shot Meta-Ensembling Framework for Efficient Neural Architecture Search with Synergized Zero-Cost Proxies",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15305",
      "title": "RM-WAM: Reliable Memory-Augmented World Action Models for Long-Horizon Robot Manipulation",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15282",
      "title": "North or South? Diagnosing LLMs' Understanding of North Korean Language, Society, and Knowledge",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15277",
      "title": "Do correct answers have stable latent knowledge support?",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15267",
      "title": "LeHami: Symplectic Latent Dynamics for World Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15225",
      "title": "Zeroth-Order Fine-Tuning of LLMs in Learnable Low-Rank Subspaces",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15207",
      "title": "Exploring Jailbreak Vulnerability Across Depth-Based Dynamic Inference in Large Language Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15205",
      "title": "MoSAIC: Learning DAG Scheduling Heuristics from Optimal Schedules through Motif-Aware Recovery and LLM-Guided Reasoning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15204",
      "title": "SocraticRepair: Planning-Guided Socratic Tutoring for Program Debugging and Misconception Repair",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15203",
      "title": "Do LLMs differentiate linguistic traits internally?: A layer-wise analysis",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15179",
      "title": "UDHRBench: Benchmarking Human Rights in Large Language Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15177",
      "title": "Only What You've Signed up For: Secure Workflows with Constrained Diffusion Agents",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15171",
      "title": "LexiCan: Lexicographic Canonicalization of Point Clouds for Machine Learning Applications",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15159",
      "title": "Beyond Adjacent Layers: Graph-Guided Layer Fusion for Compressing Large Language Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15154",
      "title": "Where Did We Go Wrong? Localizing Errors to Repair Multi-Turn Conversations",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15139",
      "title": "When Dynamic Scaling Fails: A Scale-State Feedback Governs Recurrent-State Quantization in Linear-Attention and SSM LLMs",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15128",
      "title": "To Defer or Not to Defer? Online Learning with LLMs and Congested Experts",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.15124",
      "title": "ShellElastic: Scalable Elastic Pretraining with Simultaneous Maximal Updates and Hyperparameter Transfer",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15103",
      "title": "RegExtract: A Benchmark for PFAS Regulatory Information Extraction with LLMs",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15098",
      "title": "TIDE: Trajectory-Informed Skill Distillation for Efficient Text-to-Video Prompt Optimization",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15097",
      "title": "Anchors Enhance Controllability and Reasoning of Diffusion Language Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15095",
      "title": "Swarm Telepathy: Prefill-Free KV-Cache Transfer Across Families",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15093",
      "title": "TurnCost: Turns, Not Observations: Cache-Aware Loop Engineering for Coding Agents",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15091",
      "title": "Have You Been Convinced? A Neuro-symbolic Argumentation Reasoning Approach to Detecting Persuasiveness in ChangeMyView Discussions",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.15058",
      "title": "The Optimal Decoder is Tilted Temperature",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15056",
      "title": "Select or Rewrite: Oracle-Guided Fine-Tuning for Generative ASR Post-Editing from N-Best Hypotheses",
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      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.15044",
      "title": "PAT: A Personality-Driven Augmentation and Transfer Learning Framework for Depression Detection on Social Media",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.15043",
      "title": "Information-Theoretic Foundations of Online Temperature Sampling",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.15029",
      "title": "Toward System One Clinical Intelligence: Parameter-Efficient Fine-Tuning and Counterfactual Explainability of Decision Foundation Models",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.15028",
      "title": "UltraBERT: Beyond the Limit of BERT Pre-Training",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.15005",
      "title": "Retraining-Free Depth Pruning of Vision Transformers: A Cross Domain Study of Layer Redundancy",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14976",
      "title": "Metric-Driven Reinforcement Learning for Object Hallucination Reduction in LVLM-Based Image Captioning",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.14971",
      "title": "HodgePhaseNet: Discrete Hodge Decomposition of Semantic Flows in Transformer Attention",
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      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
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    {
      "id": "2610.14968",
      "title": "SEEK: Agentic Knowledge Graph Retrieval for Secure Code Generation",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14961",
      "title": "HiPAD: A Unified Gait, Audio-Visual, and Personality Fusion Network for Depression Detection, with a Hierarchical Personality Ablation and the Calibration Limits of Domain-Adapted LLMs",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.14958",
      "title": "What Survives When Activation Steering Is Used as Memory",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14952",
      "title": "Do Personalized LLMs Need the Whole Conversation? Matching the Full History with Only 5% of Its Text via Relevance-Filtered Context",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
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    {
      "id": "2610.14937",
      "title": "Predicting how model propensities generalize out of distribution",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14936",
      "title": "CFG-Policy: Unified Diffusion Policy Learning Framework via Classifier-free Guidance",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14923",
      "title": "TLA-Verus: Generating and Solving Temporal Proof Obligations with LLM Agents",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14921",
      "title": "Representation Drift in Continual Learning: LoRA versus N-gram Memory",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14913",
      "title": "Bridging Risk Approximation Gaps in Model Predictive Task Sampling via In-Context Modeling",
      "review_decision": "historical",
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      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14896",
      "title": "Test-Time Compute for Humanoid Behavior Foundation Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14883",
      "title": "MARL-BattleGrounds: A Novel JAX-native Benchmark for Heterogeneous and Competitive Multi-agent RL",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14879",
      "title": "Social Bias in Chinese Large Language Models under Social Media Expressions",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14873",
      "title": "Dependency Reasoning for Aspect Sentiment Quadruple Prediction",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14871",
      "title": "MORE: Learning Motion-Oriented Registers for Driving World Models and Planning",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14860",
      "title": "Terrarium: Growing Personal Assistants via Scalable Synthesis of App Worlds",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14802",
      "title": "YOUDrive: Driving Style as a Composable Direction for End-to-End Autonomous Driving",
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      "current_status": "not_catalogued",
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    {
      "id": "2610.14789",
      "title": "Training-Free BioNEL-RAG: Advancing Biomedical Entity Linking through Retrieval-Augmented Generation and Large Language Model",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14769",
      "title": "Who Receives Respect? A Counterfactual Benchmark for Honorific Allocation Bias in Bengali",
      "review_decision": "historical",
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      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14763",
      "title": "CUSE: Fine-Grained Multimodal Unlearning with Counterfactual Guidance and On-Policy Self-Distillation",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14756",
      "title": "Amharic-English Cross-Language Question Answering Using Statistical Machine Translation, Named Entity Recognition, and Semantic Indexing",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14746",
      "title": "BridgeWAM: Bridging Video and Action Experts via Latent Bridge Queries",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14720",
      "title": "CAG-WAM: Causal Action-Gain World Action Models for Robot Manipulation",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
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    {
      "id": "2610.14710",
      "title": "DeKoR: Decomposed Knowledge Routing for Efficient GNN--LLM Fusion",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14701",
      "title": "Towards Merging-conditional Backdoor Unalignment against Large Language Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14691",
      "title": "DexCast: Learning Real-World Dexterous Control from Human Videos",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14688",
      "title": "Accelerating Cross-Model LLM Inference via Attention Map Reuse",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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      "id": "2610.14687",
      "title": "One-Way Coupling via Patchwise Adaptive Normalization in Transformer Surrogates",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14683",
      "title": "Triage-PiEvo: Evidence Admission for Principle-Evolving Scientific Agents",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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      "id": "2610.14680",
      "title": "A Hybrid Kinematic GCN and Elastic Transformer for Efficient Indian Sign Language Recognition",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14671",
      "title": "SPARE: Shared Perception and Adaptive Retrieval of Evidence for Streaming Video Understanding",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14651",
      "title": "TAG: Calibrating SAM3 for Universal Image Segmentation without Dense Supervision",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14647",
      "title": "Can Synthetic UAV Benchmarks Be Trusted? Real-Synthetic Validation for UAV Model Selection",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14635",
      "title": "PVFH-Bench: Benchmarking Premise-Induced Visual Fixation Hallucinations in Vision-Language Models",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.14626",
      "title": "TagBO: LLM-Driven Task-Aware Graph Bayesian Optimization for Scientific Discovery",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14612",
      "title": "LLM-Augmented Bayesian Optimization with Adaptive Policies for Chiplet Design Space Exploration",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.14605",
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      "title": "When Can Digital Personas Reliably Approximate Human Survey Findings?",
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      "title": "KoAGE: Do Large Language Models Know, Learn, and Coin Korean Neologisms?",
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      "title": "Kwai Summary Attention V2 Technical Report",
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      "title": "A Global View of How LLMs Value Human Time",
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      "title": "Reliable Memory from Unstable Growth: Curating Self-Written Agent Playbooks with Randomized Experiments",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18408",
      "title": "Prompt-Injection Probes Learn the Conversation, Not Just the Injection",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18378",
      "title": "Delegating Earth science model calibration to knowledge-guided LLM agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18356",
      "title": "Urbex: Agentic Spatial Grounding for City-Scale 3D Scenes",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18354",
      "title": "Choosing LLMs for Strategic Agent Interactions",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18305",
      "title": "AffectWorld: Benchmarking Emotion-Driven Future World Prediction",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.18240",
      "title": "Beyond Answer Sharing: TrueMAD for Targeted Peer Engagement in Multi-Agent Debate",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18229",
      "title": "When Does Opponent Modeling Pay Off? Spatial Inference Stabilises Reinforcement Learning under Partial Observability",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.18206",
      "title": "SWE-MISBEHAVIOR: Benchmarking and Mitigating Boundary Violations in Software Coding Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18186",
      "title": "Reinforcement Learning for Large-Scale Lifelong Multi-Agent Path Finding with Shared Spatial Fields",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18097",
      "title": "APT: Feedback-Driven Agentic Post-Training for Text-to-Image Generation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18092",
      "title": "LifeSearch: Benchmarking Deep Research Agents for Real-World Life and Productivity",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18083",
      "title": "AReaL-RSI: Adaptive Scaling and Coordination of Recursive Self-Improvement",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.18052",
      "title": "Can Agents Forget When Asked? A Benchmark for Memory Unlearning in LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18007",
      "title": "Cost-Efficient Privacy Enforcement for Email-Generating LLM Agents under Strategic Information Requests",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18004",
      "title": "SWEPatchTest: Evaluating Software Tests Beyond Reproduction",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17928",
      "title": "Learning How to Remember: Memory Modality Selection for GUI Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17926",
      "title": "CineMem: Attention-Aligned Fine-grained Memory Retrieval for Multi-Shot Long Video Generation",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17869",
      "title": "ECMR: Evidence-Aware Deliberation Control for Multi-Agent LLM Reasoning",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17861",
      "title": "State-Aware Generation of Deployable Websites from Visual Prototypes and Requirements",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17860",
      "title": "Socratic Skill Learning: Interleaving Teaching and Practice for Transferable Agent Skills",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.18927",
      "title": "Why Static Skill Inconsistencies Do Not Equate to Runtime Risks: A Behavioral Analysis of LLM Agent Execution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17837",
      "title": "ProtoArena: Can AI Agents Discover and Exploit Real-World Cross-Component Protocol Vulnerabilities?",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17832",
      "title": "Agentic-MatriBO: Capability-Compiled Agentic Bayesian Optimization for Materials and Chemical Design",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17816",
      "title": "Empowering Edge Agents: A Systematic Analysis of Edge-Cloud Collaboration in LLM Agent Execution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17763",
      "title": "Memory Echo in Single-Agent Long-Term Memory: Lifecycle Evaluation and Provenance-Guided Mitigation",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17757",
      "title": "Instructions Are Evidence, Not Objectives: Measuring Outcome Alignment of Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17740",
      "title": "Coupled Harness--Model Evolution for Scientific Equation Discovery",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17724",
      "title": "Evidence-First Agentic Verification",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17723",
      "title": "Upstream Influence, Downstream Re-Anchoring in LLM Agent Chains",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17710",
      "title": "Adaptive-Group Process Rewards for GUI Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17694",
      "title": "HelpMeOut: A Neuropsychology-Grounded Benchmark for Error-Aware Monitoring of Household Task Execution",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17670",
      "title": "Cowork-Gym: Synthesizing Interactive Work Environments at Scale",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17659",
      "title": "Can Agents Truly Forget? Explore Machine Unlearning for LLM Agents",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
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      "observations": []
    },
    {
      "id": "2610.17627",
      "title": "AiSAQ-in-Filtering for DRAM-free Filtered Information Retrieval",
      "review_decision": "rejected_or_out_of_scope",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17613",
      "title": "MAS-Gate: Unlocking Multi-Agent System Lifecycle via Node-Centric Quantification",
      "review_decision": "reviewed_deferred",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17436",
      "title": "SchemaWeaver: Accelerating On-Device Mobile Agentic AI via Schema-Guided Parallel LLM Decoding",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17418",
      "title": "Why Agentic Workflows Fail: A Taxonomy Derived from Literature and Empirical Data",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17374",
      "title": "VulnBump: A Benchmark for Fixing Vulnerable Dependencies in Real Projects While Keeping the Build and Tests Green",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17365",
      "title": "When Goals Leak Across Relationships: How Cached Goal Representations Shape Cross-Client Decisions",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17310",
      "title": "Beyond Successful Play: Diagnosing Opponent Modeling in Large Language Models",
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      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17224",
      "title": "CodeLift: Your Test Suite Is Secretly a Dense SWE Curriculum",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17206",
      "title": "AutoMARS: Automatic and Scalable Multi-Agent Large Language Model Framework for Supply Chain Risk Assessment",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17197",
      "title": "Deleting Code Without Losing Knowledge: Regenerative Software for Python Libraries",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17195",
      "title": "Welcome to the Age of Agent Ads: Using On-Policy Attacks to Steer Agentic Decisions",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17183",
      "title": "ChemExplain: A Multimodal Benchmark for Explanatory Chemical Reasoning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17130",
      "title": "EvoQuantLab: Training-Free Dual-Loop Evolution for Auditable Quantitative Research",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17114",
      "title": "D-World: An Explicit World-Language-Action Model with Recursive Self-Improvement under Dual Control",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17043",
      "title": "Neos: Learning to Interleave Search and Visual Reasoning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.17020",
      "title": "CWE-bench: Refocusing Agentic Security from Exploitation to Defense",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16998",
      "title": "Glasseek: A Transparent Recipe for Training and Trustworthy Evaluation of DeepSearch Agents",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16975",
      "title": "MADDIE: Multi-Agent Drug Discovery Engine",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16946",
      "title": "Social Priors: Descriptions of AI Users Shape How Language Models Trust and Cooperate",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16919",
      "title": "ML Engineering Agents - A Data Management Perspective",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16911",
      "title": "Audit tools of the trade: Automated Auditor Elicitation Can Be Sensitive to the Context the Auditor Is Given",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16895",
      "title": "Observe, Share, or Predict? Disentangling Partner Information in Embodied Multi-Agent Collaboration",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16870",
      "title": "SpecGuardBench: Can Coding Agents Construct Reliable Validation Harnesses from Natural Language Specifications?",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16838",
      "title": "Same Operation, Different Permission: Evaluating Whether Guardrails Honor Authorization",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16725",
      "title": "Trace-to-Architecture: Capability Bottleneck Diagnosis for Harness Revision",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16661",
      "title": "Structural Baselines Matter for Agent Failure Detection and Attribution",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16632",
      "title": "REEL: Learning to Retrieve, Evaluate, and Evolve Visual Memory for Any Long-Horizon Multi-Shot Video Generation",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16625",
      "title": "LATCH: LLM-Assisted Timing Closure Harness for Post-Route FPGA Optimisation",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16498",
      "title": "From Caricature to Collective Artifact: How Persona Construction Drives Polarization in Generative Social Simulations",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16450",
      "title": "CivWorldBench: Evaluating Language World Models in Structured Multi-Agent Sandbox Worlds",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16426",
      "title": "AuthGateBench: Benchmarking LLMs as Authorization Gate",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16412",
      "title": "SLS-Bench: A Benchmark for Incident Log Summarization with Synthetic Observability Data",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16402",
      "title": "EvoWeb: A Benchmark for Coding Agents on Evolving Web Applications",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
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    {
      "id": "2610.16333",
      "title": "TRAP: Tool-result Replay Attack for Probing Misbinding in LLM Agents",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16315",
      "title": "ReTAC: Residual Test-Time Agentic Computation for Video Spatial Reasoning",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16297",
      "title": "SLDBench v2: Active Scaling Law Discovery",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16251",
      "title": "Avoiding What Your Teacher Already Knows: Entity Familiarity for Deep-Search Distillation",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16231",
      "title": "Learning to GUIDE the Group: Self-Learning LLM Facilitation Across Multi-Party Tasks",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16224",
      "title": "Look Back to Move Forward: Learning to Revisit for Agentic Compositional Image Generation",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16175",
      "title": "ProCARE: Real-World Study Automation via Profile-Grounded Evidence Contracts",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16155",
      "title": "Uncovering Robustness Weaknesses in LLM Agents via Persona Evolution with Task-Integrity Constraints",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16140",
      "title": "Large Language Model Assisted Transportation Planning through a Differentiable User Equilibrium Layer",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16137",
      "title": "Recall Begets Recall: Recurrent Memory Ranking for Personalized LLMs",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16117",
      "title": "Beyond Perfect Teammates: Multi-Agent Collaboration with Unreliable Colleagues",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
    {
      "id": "2610.16078",
      "title": "Heterogeneous Agentic Coevolution",
      "review_decision": "historical",
      "frozen_implementation_status": "not_implemented_by_review",
      "current_status": "not_catalogued",
      "observations": []
    },
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