Historical scan and implementation batches: 2026-01-01 to 2026-08-24¶

简体中文

Raw keyword hits are not accepted papers. See the machine-readable full candidate set. Each deduplicated candidate records search provenance, its initial screening bucket, and planned status.

Funnel and status¶

Item	Count
Deduplicated new candidates	3906
Required full-text review	404
Implemented in the current PR	74
Fixed follow-up implementation queue	0
Awaiting full-text decision, no implementation commitment	331
P2 or query collisions retained for audit	3501

fulltext-review-backlog does not mean rejected. Verify affiliations, full-text experiments, code availability, and differences from existing implementations before promotion or a terminal decision with rationale. Industrial search, ads, and recommendation still require quantitative online A/B or explicit full-rollout evidence.

Fixed implementation batches¶

B00: Completed in the current PR¶

2607.26369 ClockRoPE: Random Fourier Rotations for Temporal Routine Modeling — PR #120 / ClockRoPE
2607.27475 OneShot: Index-in-Ranking with Neural Scoring for Large-Scale Retrieval — PR #120 / OneShot
2607.24789 NEXT: Reasoning-Driven Video Recommendation via a Vision-Language Model — PR #120 / NEXT
2606.26859 AgentX: Towards Agent-Driven Self-Iteration of Industrial Recommender Systems — PR #120 / AgentX

B01: August industrial generative recommendation and multimodality (complete)¶

2608.21012 From a Static Multi-Level Small Semantic Codebook to a Dynamic Single-Level Large Semantic Codebook for Generative Recommendation — Search, ads, recommendation, and LLM applications
2608.18322 Multimedia Asset Personalization via Multimodal Embeddings at Netflix — Search, ads, recommendation, and LLM applications
2608.17613 Once Generated, Ranked: End-to-End Generative Slate Recommendation with Unified Semantic-Collaborative IDs — Search, ads, recommendation, and LLM applications
2608.09634 IntHQ: Task-Interactive Hierarchical Query on Dual-Stream Representations for Generative Recommendation — Search, ads, recommendation, and LLM applications
2608.07989 PushDualGen: Enabling LLMs to Generate Semantic IDs with Interpretable Copy for Industrial Push Recommendation — Search, ads, recommendation, and LLM applications

B02: July industrial generative recommendation, agent harnesses, and search (complete)¶

2607.29241 RecHarness: A Bandit-Routed Agentic Harness for Self-Evolving Recommender Systems — Search, ads, recommendation, and LLM applications
2607.29213 GALA: Generative Aligned Learning for Adaptive Multimodal Representation in the Taobao Shangou Recommender System — Search, ads, recommendation, and LLM applications
2607.27789 From Understanding to Action: Feedback-Grounded Policy Discovery for Generative Recommendation — Search, ads, recommendation, and LLM applications
2607.14835 LLM-Based Re-Ranking for Real Estate Search — Search, ads, recommendation, and LLM applications
2607.14418 Adaptive Ad Load Design for Sponsored Search Markets: Evidence, Theory, and Deployment — Search, ads, recommendation, and LLM applications
2607.26073 Guess Where You Go: Generative Next Point-of-Interest Recommendation in Amap — Search, ads, recommendation, and LLM applications
2606.31031 GenPage: Towards End-to-End Generative Homepage Construction at Netflix — Search, ads, recommendation, and LLM applications

B03: June–May sequence modeling, generative search, and multi-scenario ranking (complete)¶

2606.19108 JourneyFormer: Encoding Airbnb Guest Journey with Sequence Modeling — Search, ads, recommendation, and LLM applications
2605.26717 L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation — Search, ads, recommendation, and LLM applications
2605.25514 From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark — Search, ads, recommendation, and LLM applications
2605.23702 TubiFM: Unified Item, Carousel, and Search Ranking for Streaming Discovery — Search, ads, recommendation, and LLM applications
2605.21752 PEARL: Unbiased Percentile Estimation via Contrastive Learning for Industrial-Scale Livestream Recommendation — Search, ads, recommendation, and LLM applications
2605.17863 DADF: A Distribution-Aware Debiasing Framework for Watch-Time Regression in Recommender Systems — Search, ads, recommendation, and LLM applications

B04: Recommendation RL, knowledge transfer, and Semantic IDs (complete)¶

2605.16344 A Production-Ready RL Framework for Personalized Utility Tuning with Pareto Sweeping in Pinterest Recommender Systems — Search, ads, recommendation, and LLM applications
2605.05730 Effective Knowledge Transfer for Multi-Task Recommendation Models — Search, ads, recommendation, and LLM applications
2604.23522 Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale — Search, ads, recommendation, and LLM applications
2604.12234 UniRec: Bridging the Expressive Gap between Generative and Discriminative Recommendation via Chain-of-Attribute — Search, ads, recommendation, and LLM applications
2603.24226 UniScale: Synergistic Entire Space Data and Model Scaling for Search Ranking — Search, ads, recommendation, and LLM applications
2603.22916 GateSID: Adaptive Gating for Balancing Semantic and Collaborative Signals in Recommendation — Search, ads, recommendation, and LLM applications

B05: E-commerce generation, search fusion, and industrial ranking (complete)¶

2603.19710 AIGQ: An End-to-End Hybrid Generative Architecture for E-commerce Query Recommendation — Search, ads, recommendation, and LLM applications
2603.19585 SaFRO: Satisfaction-Aware Fusion via Dual-Relative Policy Optimization for Short-Video Search — Search, ads, recommendation, and LLM applications
2603.03988 SORT: A Systematically Optimized Ranking Transformer for Industrial-scale Recommenders — Search, ads, recommendation, and LLM applications
2603.00632 Stop Treating Collisions Equally: Qualification-Aware Semantic ID Learning for Recommendation at Industrial Scale — Search, ads, recommendation, and LLM applications
2602.20995 Generative Pseudo-Labeling for Pre-Ranking with LLMs — Search, ads, recommendation, and LLM applications
2602.17058 A Long-term Value Prediction Framework In Video Ranking — Search, ads, recommendation, and LLM applications

B06: February retrieval, advertising, long sequences, and LLM ranking (complete)¶

2602.12968 RGAlign-Rec: Ranking-Guided Alignment for Latent Query Reasoning in Recommendation Systems — Search, ads, recommendation, and LLM applications
2602.12354 An Industrial-Scale Sequential Recommender for LinkedIn Feed Ranking — Search, ads, recommendation, and LLM applications
2602.11410 CADET: Context-Conditioned Ads CTR Prediction With a Decoder-Only Transformer — Search, ads, recommendation, and LLM applications
2602.09744 DiffuReason: Bridging Latent Reasoning and Generative Refinement for Sequential Recommendation — Search, ads, recommendation, and LLM applications
2602.09401 SARM: LLM-Augmented Semantic Anchor for End-to-End Live-Streaming Ranking — Search, ads, recommendation, and LLM applications
2602.09194 ML-DCN: Masked Low-Rank Deep Crossing Network Towards Scalable Ads Click-through Rate Prediction at Pinterest — Search, ads, recommendation, and LLM applications
2602.01023 Unifying Ranking and Generation in Query Auto-Completion via Retrieval-Augmented Generation and Multi-Objective Alignment — Search, ads, recommendation, and LLM applications

B07: LLM architecture, long context, KV cache, and evaluation infrastructure (complete)¶

2608.12831 Fast A/B/n Testing: Exact Multi-Policy Comparison via Tree-Coupled Feedback Sharing — LLM post-training、Search, ads, recommendation, and LLM applications
2608.10296 Cracks in the Foundation: Seemingly Minor Architectural Choices Impact Long Context Extension — Foundation models
2608.08878 DistillCache: KL-Guided Adaptive KV-Cache Eviction for Memory-Efficient LLM Inference — Foundation models、LLM post-training
2608.06849 Autonomy-of-Heads: Data-Free Sparse Attention from Frozen Query-Key Geometry — Foundation models
2608.05000 Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes — Foundation models
2608.01672 Learning What to Remember: Test-Time Training via Context Distillation — Foundation models
2608.02032 DART: Decoded Attention over Recurrent States for Efficient Long-Context Sequence Modeling — Foundation models
2607.29032 TransMem: Transforming Hidden States into Memory for Large Language Models — Agent、Foundation models
2607.17715 C\(^2\)KV: Compressed and Composable KV Cache Reuse for Efficient LLM Inference — Foundation models

B08: OPD, multi-teacher distillation, and process distillation (complete)¶

2608.19408 Beyond Imitation: Filtering On-Policy Distillation by Reasoning Progress — LLM post-training
2608.09745 SR-OPSD: Self-Referenced On-Policy Self-Distillation — LLM post-training
2608.05802 On-Policy Delta Distillation for Multilingual Math Reasoning — LLM post-training
2608.03673 CausalOPD: First-Wrong-Step Supervision for Distilling Causal Chain Reasoning — LLM post-training
2608.03092 SMOPD: Multi-Reward Reinforcement Learning via Specialize-and-Merge Online Policy Distillation — LLM post-training
2608.00782 Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance — LLM post-training

B09: Rubrics, external rollouts, and multi-reward RL (complete)¶

2608.16072 Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization — LLM post-training
2608.11669 Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL — LLM post-training
2608.01717 Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models — LLM post-training
2607.28026 Contrastive Reinforced Policy Optimization via Privileged Self-Distillation — Agent、LLM post-training
2607.26873 SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning — LLM post-training
2607.19331 ISO: An RLVR-Native Optimization Stack — LLM post-training

B10: Agentic RL and long-horizon credit assignment (complete)¶

2608.19842 SAPO: Single-Rollout Autoregressive Policy Optimization for Agentic Reinforcement Learning — Agent
2608.19197 SPADE: Self-Play in Adaptive Synthetic Executable Environments — Agent、LLM post-training
2608.18682 RTPO: Reverse-Turn Policy Optimization for Stabilizing Agentic RL Training — Agent
2608.17289 PlanPO: Group Planning-Aware Policy Optimization for Multi-Turn Agentic LLMs — Agent
2608.16156 TRCA: Transition-wise Rubric Credit Assignment for Long-horizon LLM Agents — Agent
2608.11967 LoongReflect: Boosting Long-Horizon Reflection in Search Agents via Global Perspective Distillation — Agent、Foundation models、LLM post-training

B11: Agent memory, tool planning, and self-evolving systems (complete)¶

2608.15703 HyMem: Hierarchical Context Management for Long-Horizon Agents via Information Isolation — Agent
2608.09380 OpenLoopEvolve: A Verifiable Self-Evolution Framework for Loop Policies in Long-Horizon Complex Tasks — Agent
2608.06811 Coupling Planning with Episodic Memory in LLM Agents for Software Issue Resolution — Agent
2608.03468 ToolLIFT: Lifting Tool-Specific Trajectories into Function-Level Graphs for Generalizable Tool Planning — Agent
2608.02650 HyperAgent: Planning and Acting over Tool-Schema Hypergraphs for Tool-Use LLM Agents — Agent
2607.28527 MANTA: Multi-Agent Network Topology Adaptation for Self-Evolving Multi-Agent Systems — Agent

All 404 full-text review candidates¶

Bxx denotes a fixed implementation batch; B00 is complete. “Full-text review pending” means there is no implementation commitment, but the entry remains in the ledger.

Date	Domain	Paper	Initial screen	Plan
2026-08-21	Agent	2608.21101 ClawSentry: A Progressive Multi-Tier Security Monitor for Safeguarding Autonomous LLM Agents	manual-review	Full-text review pending
2026-08-21	Foundation models	2608.21030 COMET: Contrastive Motion-Enhanced Temporal Reasoning for Video Multimodal Large Language Models	manual-review	Full-text review pending
2026-08-21	Search, ads, recommendation, and LLM applications	2608.21012 From a Static Multi-Level Small Semantic Codebook to a Dynamic Single-Level Large Semantic Codebook for Generative Recommendation	industrial-fulltext-review	B01
2026-08-21	Agent	2608.20844 TRACE: Agentic Catalog Enrichment with Multi-source Evidence Grounding	manual-review	Full-text review pending
2026-08-21	Agent	2608.20631 Weighted Memory Tree: Remembering What Matters for Long-Horizon LLM Agents	manual-review	Full-text review pending
2026-08-20	Foundation models / LLM post-training	2608.20331 G-CARL: Grounded Checklist-Aligned Reward Learning for Patient-Oriented Medical Report Interpretation	manual-review, p2-deferred-review	Full-text review pending
2026-08-20	Foundation models	2608.20315 Explainable Transformer Models for Clinical Prediction Tasks on Structured Electronic Health Records	manual-review	Full-text review pending
2026-08-20	Agent	2608.20314 MidTool: Mid-training Data Synthesis for Agentic Tool Use	manual-review	Full-text review pending
2026-08-20	Agent	2608.19842 SAPO: Single-Rollout Autoregressive Policy Optimization for Agentic Reinforcement Learning	manual-review	B10
2026-08-20	Agent / LLM post-training	2608.19803 MileGPO: Milestone Inference with Local Evidence for Graph-Based Policy Optimization of Long-Horizon LLM Agents	manual-review, p2-deferred-review	Full-text review pending
2026-08-20	Agent / Foundation models	2608.19662 ReCache: Efficient KV Cache Reuse and Compression for Tool-Augmented LLM Agents	manual-review, p2-deferred-review	Full-text review pending
2026-08-20	Agent	2608.19564 Remember, Verify, or Ask? Cross-Family Evaluation of Memory Commitment in LLM Agents	manual-review	Full-text review pending
2026-08-19	LLM post-training	2608.19408 Beyond Imitation: Filtering On-Policy Distillation by Reasoning Progress	manual-review	B08
2026-08-19	Foundation models	2608.19395 HYDRA: A Heterogeneous Chiplet DSE Framework for Serving Dynamic Hybrid LLM Workloads	manual-review	Full-text review pending
2026-08-19	Agent / LLM post-training	2608.19197 SPADE: Self-Play in Adaptive Synthetic Executable Environments	manual-review, p2-deferred-review	B10
2026-08-19	Agent	2608.18884 Training-Free Inference-Time Self-Reflection and Cost-Bounded Early Stopping for Large Language Models	manual-review	Full-text review pending
2026-08-19	Foundation models	2608.18733 Flama: a Python framework for development and deployment of production-ready APIs, machine learning, and LLM services	manual-review	Full-text review pending
2026-08-19	Agent	2608.18682 RTPO: Reverse-Turn Policy Optimization for Stabilizing Agentic RL Training	manual-review	B10
2026-08-19	Foundation models	2608.18656 FlashAttention for Scalable Vector Architectures	manual-review	Full-text review pending
2026-08-19	Search, ads, recommendation, and LLM applications	2608.18637 PILOT Technical Report	manual-review	Full-text review pending
2026-08-19	Foundation models	2608.18628 When Safety Overrides Vision: Exploring Dynamics between Vision Influence and Safety Alignment in Vision-Language Models	manual-review	Full-text review pending
2026-08-19	Foundation models / LLM post-training	2608.18578 Compress and Forget: bitsandbytes Quantization Amplifies Proactive Interference in LLMs	manual-review, p2-deferred-review	Full-text review pending
2026-08-19	Agent	2608.18423 FM-Bench: A Benchmark for Long-Horizon Management with Competing Agents	manual-review	Full-text review pending
2026-08-18	Search, ads, recommendation, and LLM applications	2608.18322 Multimedia Asset Personalization via Multimodal Embeddings at Netflix	industrial-fulltext-review	B01
2026-08-18	Agent / Foundation models / LLM post-training	2608.18008 Policy-Invariant Reward Shaping from LLM Feedback: A Framework for Hybrid RL Agents	manual-review, p2-deferred-review	Full-text review pending
2026-08-18	Foundation models	2608.17950 Do Large Language Models Play Six Degrees of Separation? Measuring Topological Compression in Long-Context Manifolds	manual-review	Full-text review pending
2026-08-18	Search, ads, recommendation, and LLM applications	2608.17613 Once Generated, Ranked: End-to-End Generative Slate Recommendation with Unified Semantic-Collaborative IDs	industrial-fulltext-review	B01
2026-08-18	Agent / LLM post-training	2608.17524 Evaluating RL Explainability Methods by How Much They Help Fix Bugs in Agents	manual-review, p2-deferred-review	Full-text review pending
2026-08-18	Search, ads, recommendation, and LLM applications	2608.17316 Empowering Compact LLMs with Fusion of Layer-wise Exits for Recommendation	manual-review	Full-text review pending
2026-08-18	Agent	2608.17289 PlanPO: Group Planning-Aware Policy Optimization for Multi-Turn Agentic LLMs	manual-review	B10
2026-08-17	Agent / Foundation models	2608.17209 Teach and Grow: An Agent-Centered Architecture for General Robot Learning	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Agent / Foundation models	2608.18171 Looped Language Models Improve Compositional Tool Calling	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Agent / Foundation models	2608.16889 Don't Drop the BATON: Long-Horizon Robot Manipulation via Agentic Subtask Exploration and Transition-aware Memory	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Foundation models	2608.16844 Proteus: Incremental Memory Activation for Long-Context Sequence Modeling	manual-review	Full-text review pending
2026-08-17	Foundation models	2608.16514 Matched Outcomes, Divergent Gaze: How Foveated MLLMs Search Compared to Humans	manual-review	Full-text review pending
2026-08-17	Agent	2608.16447 HaReCAP: Habitual-action Grounding for Recursive Large Language Model Agents	manual-review	Full-text review pending
2026-08-17	Foundation models / LLM post-training	2608.16419 PertMind: Eliciting Emergent Biological Reasoning in LLM via Reinforcement Learning on Cellular Perturbation Data	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Foundation models / LLM post-training	2608.16316 Deep Thought Alignment: Trajectory-Level Latent Distillation for Video Reasoning	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Agent / Foundation models	2608.16168 QUMem: Personalized Memory for Query-Conditioned User-State Inference in LLM Agents	manual-review, p2-deferred-review	Full-text review pending
2026-08-17	Agent	2608.16156 TRCA: Transition-wise Rubric Credit Assignment for Long-horizon LLM Agents	manual-review	B10
2026-08-17	LLM post-training	2608.16072 Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization	manual-review	B09
2026-08-16	Foundation models	2608.15962 SEER: Long-Context Reasoning via Selective Visual-Text Compression	manual-review	Full-text review pending
2026-08-16	Agent / LLM post-training / Search, ads, recommendation, and LLM applications	2608.15949 Ask to Be Sure: Informative Interactions for Confident Multi-Turn LLM Recommendation	manual-review	Full-text review pending
2026-08-16	Agent	2608.15703 HyMem: Hierarchical Context Management for Long-Horizon Agents via Information Isolation	manual-review	B11
2026-08-16	Foundation models / LLM post-training	2608.15602 FluxBin: Flexible LUT-based Ultra-low-bit LLM Inference by Algorithm-Kernel Synergy	manual-review, p2-deferred-review	Full-text review pending
2026-08-16	Agent	2608.15579 Kozuchi Agent: A Language-Agnostic Open-Weight Agent for Software Repair	manual-review	Full-text review pending
2026-08-15	Agent	2608.15175 LAPF: LLM-Agent-Based Path Finder Using the UAVScenes Dataset	manual-review	Full-text review pending
2026-08-15	Agent / Foundation models	2608.15032 Handoff-H1: An Orchestrated Vision-Agent System for Material Quantity Takeoff from Construction Blueprints	manual-review, p2-deferred-review	Full-text review pending
2026-08-15	Agent	2608.15016 Hierarchical Agentic Incident Response with Digital-Twin-Validated Attack Inference	manual-review	Full-text review pending
2026-08-14	Foundation models	2608.14198 MINT: A Universal Zero-Shot Predictor for Transaction Data	manual-review	Full-text review pending
2026-08-14	Agent / Search, ads, recommendation, and LLM applications	2608.14068 MACS: A Hybrid Multi-Agent Framework for Reliable Conversational E-Commerce Recommendation	manual-review	Full-text review pending
2026-08-14	Agent / Foundation models	2608.13900 Agentic Transaction: Towards ACID-Compliant Agent Systems	manual-review, p2-deferred-review	Full-text review pending
2026-08-14	LLM post-training	2608.13854 Bootstrapping Niche Multilingual Code Translation via Reinforcement Learning with Execution-Based Verifiable Supervision	manual-review	Full-text review pending
2026-08-13	Agent	2608.13681 Fine-Tuning Qwen3-27B for C-to-Rust Code Translation: A Three-Stage Curriculum of Pretraining, Debugging-Aware SFT, and Task-Specific SFT	manual-review	Full-text review pending
2026-08-13	Agent / Foundation models / LLM post-training	2608.13505 Intern-S2-Preview: Scientific Agentic Foundation Model	manual-review, p2-deferred-review	Full-text review pending
2026-08-13	Agent / Foundation models	2608.13463 MLLM-Routed Heterogeneous Ensembles for Robust Cross-Dataset Image Classification	manual-review, p2-deferred-review	Full-text review pending
2026-08-13	Foundation models	2608.13426 Reduced Matrix Multiplication: Input-Adaptive Matrix-Product Reduction for LLM Inference	manual-review	Full-text review pending
2026-08-13	Agent	2608.13317 StateBridge: Training-free Hidden-state Alignment for Latent Communication in LLM Multi-Agent Systems	manual-review	Full-text review pending
2026-08-13	Search, ads, recommendation, and LLM applications	2608.12986 STAR: Structured Tokenization and Target-Aware Interest Representation for PCVR Prediction	manual-review	Full-text review pending
2026-08-13	LLM post-training / Search, ads, recommendation, and LLM applications	2608.12831 Fast A/B/n Testing: Exact Multi-Policy Comparison via Tree-Coupled Feedback Sharing	industrial-fulltext-review, query-collision	B07
2026-08-13	Search, ads, recommendation, and LLM applications	2608.12778 DrEM: Dual-Side Robust Ensemble Ranking from Noisy User Preference Predictions in Video Recommendation	industrial-fulltext-review	Full-text review pending
2026-08-12	Foundation models	2608.12099 RT-SEMamba: Real-Time Speech Enhancement Mamba via Progressive Knowledge Distillation	manual-review	Full-text review pending
2026-08-12	Search, ads, recommendation, and LLM applications	2608.11973 Sci-Surf: Navigating Scientific Literature Discovery through Human Feedback and Intelligent Summarization	manual-review	Full-text review pending
2026-08-12	Agent / Foundation models / LLM post-training	2608.11967 LoongReflect: Boosting Long-Horizon Reflection in Search Agents via Global Perspective Distillation	manual-review, p2-deferred-review	B10
2026-08-12	LLM post-training	2608.11715 When the API Speaks the Wrong Language: Revisiting Post-Training for Multilingual Tool Use	manual-review	Full-text review pending
2026-08-12	LLM post-training	2608.11669 Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL	manual-review	B09
2026-08-11	LLM post-training	2608.11350 Self-Evolving Embodied Agents via Skill-Harness Evolution	manual-review	Full-text review pending
2026-08-11	Agent / LLM post-training	2608.11191 Test-Time Self-Evolving GUI Visual Grounding via Reflection-Guided On-Policy Self-Distillation	manual-review, p2-deferred-review	Full-text review pending
2026-08-11	Agent / Foundation models / LLM post-training	2608.11152 Scheduling Mixed RL Rollouts Beyond Prefix Locality	manual-review, p2-deferred-review	Full-text review pending
2026-08-11	Foundation models	2608.10908 Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences	manual-review	Full-text review pending
2026-08-11	LLM post-training	2608.10812 Reference-Free Post-Training of Open Large Language Models for Multilingual Machine Translation	manual-review	Full-text review pending
2026-08-11	Agent	2608.10530 On Understanding, Identifying, and Mitigating Vulnerabilities in Agentic Large Language Models	manual-review	Full-text review pending
2026-08-11	Search, ads, recommendation, and LLM applications	2608.10447 Towards Efficient Reasoning in LLM-Based Recommender Systems via Model Merging	manual-review	Full-text review pending
2026-08-11	Agent / Foundation models	2608.10430 Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique	manual-review, p2-deferred-review	Full-text review pending
2026-08-10	Foundation models	2608.10296 Cracks in the Foundation: Seemingly Minor Architectural Choices Impact Long Context Extension	manual-review	B07
2026-08-10	Foundation models / LLM post-training / Search, ads, recommendation, and LLM applications	2608.10182 From Prediction to Incrementality: Causal Optimization for Large-Scale Targeting and Recommendation	industrial-fulltext-review, p2-deferred-review, query-collision	Full-text review pending
2026-08-10	Agent / LLM post-training	2608.10126 Procedural Fairness Failures in RLHF from Preference Averaging	manual-review, p2-deferred-review	Full-text review pending
2026-08-10	LLM post-training	2608.10090 CHORUS: Complementary Experts for High-Coverage Testbench Stimulus Generation	manual-review	Full-text review pending
2026-08-10	LLM post-training	2608.09745 SR-OPSD: Self-Referenced On-Policy Self-Distillation	manual-review	B08
2026-08-10	Search, ads, recommendation, and LLM applications	2608.09634 IntHQ: Task-Interactive Hierarchical Query on Dual-Stream Representations for Generative Recommendation	industrial-fulltext-review	B01
2026-08-10	Search, ads, recommendation, and LLM applications	2608.09605 TSPORec: Token Selection via Preference Optimization for LLM-Based Sequential Recommendation	manual-review	Full-text review pending
2026-08-10	Agent	2608.09380 OpenLoopEvolve: A Verifiable Self-Evolution Framework for Loop Policies in Long-Horizon Complex Tasks	manual-review	B11
2026-08-10	LLM post-training	2608.09217 Beyond Solvability: Task Learnability as a Static Prior for LLM RL Post-Training	manual-review	Full-text review pending
2026-08-10	Agent	2608.09119 Motif 3: Technical Report	manual-review	Full-text review pending
2026-08-09	Foundation models / LLM post-training	2608.08878 DistillCache: KL-Guided Adaptive KV-Cache Eviction for Memory-Efficient LLM Inference	manual-review, p2-deferred-review	B07
2026-08-09	Foundation models / LLM post-training	2608.08744 Can We Optimize the Performance-Carbon Emission Break-Even Point?: The Quest for Greener LLMs	manual-review, query-collision	Full-text review pending
2026-08-08	Foundation models	2608.08081 RotaryQuant: Fitting 120B MoE Models on Consumer Hardware via Fused Compressed-Space Attention	manual-review	Full-text review pending
2026-08-08	Search, ads, recommendation, and LLM applications	2608.07989 PushDualGen: Enabling LLMs to Generate Semantic IDs with Interpretable Copy for Industrial Push Recommendation	industrial-fulltext-review	B01
2026-08-07	Foundation models / Search, ads, recommendation, and LLM applications	2608.07816 Preserving Item Semantics for Free: Rethinking Token Initialization in LLM-Based Generative Recommendation	manual-review, p2-deferred-review	Full-text review pending
2026-08-07	Search, ads, recommendation, and LLM applications	2608.10008 Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness	manual-review	Full-text review pending
2026-08-07	Agent / LLM post-training	2608.07418 ResidencyRL: Reinforcement Learning in Simulated Clinical Environments	manual-review, p2-deferred-review	Full-text review pending
2026-08-07	Foundation models	2608.07193 An AI4AI Framework for Visual Token Pruning	manual-review	Full-text review pending
2026-08-07	Search, ads, recommendation, and LLM applications	2608.07055 Teacher Retains Full Tokens, Student Merges Efficiently: TM20K for E-Commerce Sequence Modeling in Ad Recommendation	industrial-fulltext-review	Full-text review pending
2026-08-07	Foundation models	2608.06901 Prune Once: Retraining-Free Task-Agnostic Pruning for Vision-Language Models	manual-review	Full-text review pending
2026-08-07	Foundation models	2608.06849 Autonomy-of-Heads: Data-Free Sparse Attention from Frozen Query-Key Geometry	manual-review	B07
2026-08-07	Agent	2608.06811 Coupling Planning with Episodic Memory in LLM Agents for Software Issue Resolution	manual-review	B11
2026-08-07	Search, ads, recommendation, and LLM applications	2608.06792 Progressive Alignment of Recommender Foundation Model through Multi-Phase Post-Training	industrial-fulltext-review	Full-text review pending
2026-08-06	LLM post-training	2608.06526 GRASP: Reinforcing Language Model Anonymizers with Group Relative Policy Optimization	manual-review	Full-text review pending
2026-08-06	Agent	2608.06474 WebGrader: Training LLMs for Web Development with Self-Evolving Programmatic Grader	manual-review	Full-text review pending
2026-08-06	Search, ads, recommendation, and LLM applications	2608.06068 Cleo: A Transparent and Controllable Chatbot for Conversational Commerce	manual-review	Full-text review pending
2026-08-06	LLM post-training	2608.05802 On-Policy Delta Distillation for Multilingual Math Reasoning	manual-review	B08
2026-08-06	Agent	2608.05792 When Agentic AI Meets Integrated Sensing and Communication	manual-review	Full-text review pending
2026-08-06	Search, ads, recommendation, and LLM applications	2608.05655 Is Personalized Modality Weighting Actually Personalized? A Controlled Audit of Per-User Weighting Claims in Multimodal Recommenders	priority-fulltext-review	Full-text review pending
2026-08-05	Search, ads, recommendation, and LLM applications	2608.07593 Weather- and Location-Aware Agentic Dining Recommendation: Leveraging LLM World Knowledge for Region-Sensitive Contextual Reasoning	priority-fulltext-review	Full-text review pending
2026-08-05	Foundation models	2608.05000 Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes	manual-review	B07
2026-08-05	Search, ads, recommendation, and LLM applications	2608.04807 WatchLens: A Configurable Platform for Online Video Recommendation Experiments	industrial-fulltext-review	Full-text review pending
2026-08-05	Foundation models	2608.04678 Kathleen Writes: Autoregressive Generation and Data Scaling Without Attention	manual-review	Full-text review pending
2026-08-05	LLM post-training	2608.04646 Evaluating Theory of Mind in Reasoning Models: Robustness over Reasoning	manual-review	Full-text review pending
2026-08-04	Foundation models	2608.03930 Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility	manual-review	Full-text review pending
2026-08-04	Search, ads, recommendation, and LLM applications	2608.03899 ATLAS: Learning to Recommend Across Unseen Domains	manual-review	Full-text review pending
2026-08-04	Foundation models	2608.03855 Bi-semantic Chemical Embedder for Joint Representation Learning of SMILES and Natural Language	manual-review	Full-text review pending
2026-08-04	Agent	2608.03800 Autoreflection: How Agentic Strange Loops Turn Human Culture into AI Infrastructure	manual-review	Full-text review pending
2026-08-04	Search, ads, recommendation, and LLM applications	2608.03722 When Outputs Disperse, Does Epistemic Revision Follow? A Black-Box Diagnostic for Machine Collectives	priority-fulltext-review	Full-text review pending
2026-08-04	LLM post-training	2608.03673 CausalOPD: First-Wrong-Step Supervision for Distilling Causal Chain Reasoning	manual-review	B08
2026-08-04	Search, ads, recommendation, and LLM applications	2608.03659 How Closely Do LLM Reviews Align with Human Peer Review?	priority-fulltext-review	Full-text review pending
2026-08-04	LLM post-training	2608.03545 Hi-TTRL: Regulating Consensus with Hints for Test-Time Reinforcement Learning	manual-review	Full-text review pending
2026-08-04	Agent / Foundation models / LLM post-training	2608.03502 Hybrid LLM-Augmented Reinforcement Learning Agents for Complex Sequential Decision Tasks	manual-review, p2-deferred-review	Full-text review pending
2026-08-04	Agent	2608.03468 ToolLIFT: Lifting Tool-Specific Trajectories into Function-Level Graphs for Generalizable Tool Planning	manual-review	B11
2026-08-04	Foundation models	2608.11249 Diffuse to Compress: Leveraging Diffusion LMs for Lossless Compression	manual-review	Full-text review pending
2026-08-04	Search, ads, recommendation, and LLM applications	2608.03272 Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity	manual-review	Full-text review pending
2026-08-04	LLM post-training	2608.03204 Aligning Large Vision-Language Models at Test Time: A Trajectory-Guided Structured Sampling Approach	manual-review	Full-text review pending
2026-08-04	LLM post-training	2608.03092 SMOPD: Multi-Reward Reinforcement Learning via Specialize-and-Merge Online Policy Distillation	manual-review	B08
2026-08-04	LLM post-training	2608.03077 PAMT: Process-Aligned Reinforcement Learning for Multi-Domain Machine Translation	manual-review	Full-text review pending
2026-08-04	Foundation models / LLM post-training	2608.03048 PI-Mem: Pushing Long-Context Reasoning to 3.6M Tokens with Parallel-Iterative Memory	manual-review, p2-deferred-review	Full-text review pending
2026-08-03	Foundation models / LLM post-training	2608.02867 BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences?	manual-review, p2-deferred-review	Full-text review pending
2026-08-03	LLM post-training	2608.02831 Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning	manual-review	Full-text review pending
2026-08-03	Foundation models	2608.02560 Structured Memory for Edge Language Models: Persistent Context and Corpus Retrieval via O(1) SSM State Injection	manual-review	Full-text review pending
2026-08-03	Agent / LLM post-training	2608.02391 Cooperative Coevolution for Resource-Constrained Agentic LLM Post-Training	manual-review, p2-deferred-review	Full-text review pending
2026-08-03	LLM post-training	2608.02139 Self-Improving Large Language Models via Progressive Experience Evolution	manual-review	Full-text review pending
2026-08-03	Foundation models / LLM post-training	2608.02110 IACM-RL: Intent-Aware Context Management and Reinforcement Learning for Complex Tool Invocation under Dynamic Intent Fluctuations	manual-review, p2-deferred-review	Full-text review pending
2026-08-03	LLM post-training	2608.02087 Instruction-Conditioned Exploration for Reinforcement Learning with Self-Distillation to an Unconditioned Policy	manual-review	Full-text review pending
2026-08-03	Foundation models	2608.02032 DART: Decoded Attention over Recurrent States for Efficient Long-Context Sequence Modeling	manual-review	B07
2026-08-03	Foundation models	2608.02031 Learning-Based Collaborative MEC for LLM Inference with Soft-Deadline Awareness via Transformer-Enhanced PPO	manual-review	Full-text review pending
2026-08-03	LLM post-training	2608.01804 LEAP: Lean Environment-Feedback via Adaptive Pruning for Code RL in GPU Kernel Generation	manual-review	Full-text review pending
2026-08-03	Search, ads, recommendation, and LLM applications	2608.01732 X-KGRank: A Knowledge Graph RAG Framework for Explainable Recommendations via Pattern Mining and LLM Re-Ranking	manual-review	Full-text review pending
2026-08-03	Agent	2608.01719 MNC: Scope-Bound Semantic Declassification for Private LLM-Agent Communication	manual-review	Full-text review pending
2026-08-03	LLM post-training	2608.01717 Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models	manual-review	B09
2026-08-03	Agent	2608.01684 GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks	manual-review	Full-text review pending
2026-08-03	Agent / LLM post-training	2608.01678 Progressive Agent Skill Generation via Reinforcement Learning	manual-review, p2-deferred-review	Full-text review pending
2026-08-03	Foundation models	2608.01676 Understanding Sparse Attention Selectivity in Long-Context Foundation Models via Counterfactual Evaluation	manual-review	Full-text review pending
2026-08-03	Foundation models	2608.01672 Learning What to Remember: Test-Time Training via Context Distillation	manual-review	B07
2026-08-03	Agent	2608.02683 \(S^3\): Improving Agent Safety through Multi-Stage Defense	manual-review	Full-text review pending
2026-08-03	Agent	2608.01558 Securing Agentic AI: From Per-Action Checks to Trajectory Assurance	manual-review	Full-text review pending
2026-08-02	Foundation models	2608.01536 Celty: SpMspV GPU Kernel and SIMT Co-Design for Efficient Dual-Sparse LLM Inference	manual-review	Full-text review pending
2026-08-02	LLM post-training	2608.01359 EviSD: Evidence-Conditioned Self-Distillation for Search-Augmented Agents	manual-review	Full-text review pending
2026-08-02	Search, ads, recommendation, and LLM applications	2608.00938 GRACE: Generative Recommender Acceleration Engine for Real-Time Ads Retrieval	manual-review	Full-text review pending
2026-08-01	Search, ads, recommendation, and LLM applications	2608.00816 Exponential Reward Weighting for Fine-Tuning Generative Recommenders under Sparse and Noisy Feedback	manual-review	Full-text review pending
2026-08-01	LLM post-training	2608.00782 Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance	manual-review	B08
2026-08-01	Agent	2608.00718 Adversarial Attacks in Multi-Agent LLM Pipelines: Unveiling Structural Vulnerabilities in Agentic AI Architectures	manual-review	Full-text review pending
2026-08-01	Agent	2608.00558 AiFlow: Token-Native Reactive Orchestration with Bounded Backpressure for Streaming LLM Applications	manual-review	Full-text review pending
2026-07-31	Agent / LLM post-training	2608.00335 RMSWeb: Reflection, Failure-Mode Mining, and Salvage-DS for Web Agent Reinforcement Learning	manual-review, p2-deferred-review	Full-text review pending
2026-07-31	Agent	2608.02650 HyperAgent: Planning and Acting over Tool-Schema Hypergraphs for Tool-Use LLM Agents	manual-review	B11
2026-07-31	LLM post-training	2608.00220 Verifier-Induced Support Reshaping in On-Policy Optimization	manual-review	Full-text review pending
2026-07-31	Agent / LLM post-training	2608.00175 Inference-Time Policy Alignment for Fair Reinforcement Learning	manual-review, p2-deferred-review	Full-text review pending
2026-07-31	Search, ads, recommendation, and LLM applications	2608.11241 RecSys Factory: Bounding LLM Agent Autonomy to Decision Points in the Industrial Recommender Lifecycle	manual-review	Full-text review pending
2026-07-31	Search, ads, recommendation, and LLM applications	2607.29241 RecHarness: A Bandit-Routed Agentic Harness for Self-Evolving Recommender Systems	industrial-fulltext-review	B02
2026-07-31	Search, ads, recommendation, and LLM applications	2607.29213 GALA: Generative Aligned Learning for Adaptive Multimodal Representation in the Taobao Shangou Recommender System	industrial-fulltext-review	B02
2026-07-31	LLM post-training	2607.29185 Learning Latent Reasoning Traces for Scalar Reward Models End-to-End	manual-review	Full-text review pending
2026-07-31	Agent / Foundation models	2607.29032 TransMem: Transforming Hidden States into Memory for Large Language Models	manual-review, p2-deferred-review	B07
2026-07-31	Search, ads, recommendation, and LLM applications	2607.28971 Don't Contrast the Impossible: Region-Constrained Batching for Contrastive User Modeling on a Local Community Platform	industrial-fulltext-review	Full-text review pending
2026-07-31	Search, ads, recommendation, and LLM applications	2607.28940 TransX: Scaling Transformer-based Recommendation via Behavioral and Serving Stream Crossings	industrial-fulltext-review	Full-text review pending
2026-07-30	Search, ads, recommendation, and LLM applications	2607.28895 LLM-Based Generative Retrieval for Snapchat Content Recommendation	industrial-fulltext-review	Full-text review pending
2026-07-30	Agent	2607.28840 Benchmarks Are Not Validation: A System-Level View of Financial LLM Applications	manual-review	Full-text review pending
2026-07-30	Agent / Foundation models / LLM post-training	2607.28826 Distilling Knowledge from Large Language Models into Lightweight Reinforcement Learning Agents for Autonomous Cyber Operations	manual-review, p2-deferred-review	Full-text review pending
2026-07-30	Agent	2607.28527 MANTA: Multi-Agent Network Topology Adaptation for Self-Evolving Multi-Agent Systems	manual-review	B11
2026-07-30	LLM post-training	2607.28457 SVR: Self-Verifying Refinement via Joint Verdict-Confidence Reinforcement Learning for Adaptive Test-Time Compute	manual-review	Full-text review pending
2026-07-30	LLM post-training	2607.28301 HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks	manual-review	Full-text review pending
2026-07-30	LLM post-training	2607.28127 FinSMART: Financial Sentiment Analysis for Algorithmic Trading through Market-Aligned Reinforcement Learning	manual-review	Full-text review pending
2026-07-30	LLM post-training	2607.28077 LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models	manual-review	Full-text review pending
2026-07-30	Agent / LLM post-training	2607.28026 Contrastive Reinforced Policy Optimization via Privileged Self-Distillation	manual-review, p2-deferred-review	B09
2026-07-30	Search, ads, recommendation, and LLM applications	2607.27944 Interpretable Representation via LLM-Driven Generative Disentanglement for Local-Life Service Recommendation	manual-review	Full-text review pending
2026-07-30	Search, ads, recommendation, and LLM applications	2607.27789 From Understanding to Action: Feedback-Grounded Policy Discovery for Generative Recommendation	industrial-fulltext-review	B02
2026-07-30	Search, ads, recommendation, and LLM applications	2607.27760 Hierarchical Latent Reasoning for LLM-based Recommendation	manual-review	Full-text review pending
2026-07-30	Search, ads, recommendation, and LLM applications	2607.27647 LoopMemGR: From Behavior Logs to Evolving Memory for Generative Recommendation	manual-review	Full-text review pending
2026-07-30	LLM post-training	2607.27610 Kalman Meets Curriculum: Efficient Dynamic Prompt Selection for Adaptive RL Finetuning	manual-review	Full-text review pending
2026-07-30	Agent	2607.27562 DeepResearch Agent System	manual-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.27475 OneShot: Index-in-Ranking with Neural Scoring for Large-Scale Retrieval	industrial-fulltext-review	B00
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26893 Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising	manual-review	Full-text review pending
2026-07-29	LLM post-training	2607.26873 SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning	manual-review	B09
2026-07-29	Agent	2607.26724 UrbanDS: A Graph-Guided LLM Multi-Agent System for Data-Intensive Urban Tasks	manual-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26621 WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models	manual-review	Full-text review pending
2026-07-29	LLM post-training	2608.14644 DUET: Dual-Teacher On-Policy Distillation via Same-Weight Disagreement for Prohibition Compliance	manual-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26500 Multi-Decoder OneRec: Controllable Generative Retrieval for Multi-Objective Industrial Recommendation	industrial-fulltext-review	Full-text review pending
2026-07-29	LLM post-training	2607.26457 DHRCL:Training Code LLMs with Dense Hierarchical Rewards and Curriculum Learning	manual-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26427 PSG: Pair-Space Generation for Efficient Generative Reranking	manual-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26418 DIRECTOR: Dynamic Index-based Recommendation with Transport-Optimized Retrieval	industrial-fulltext-review	Full-text review pending
2026-07-29	Search, ads, recommendation, and LLM applications	2607.26369 ClockRoPE: Random Fourier Rotations for Temporal Routine Modeling	industrial-fulltext-review	B00
2026-07-29	Agent / LLM post-training	2607.26358 Post-Training at the Edge of Detectability: A Game-Theoretic Approach to Fine-Tuning	manual-review, p2-deferred-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25823 Hypothesis-Driven Shelf Generation for Personalised Recommendation	manual-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25640 LLM-as-a-Judge for Evaluating System Responses in Conversational Music Recommendation	manual-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25346 The Case Against Generation for Retrieval: Discriminative Language Models as Effective Retrievers	manual-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25344 Reward Guided Decoding for Generative Recommendation	industrial-fulltext-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25339 SPARC: Sequence-aware Progressive Attribute Routing and Compression Framework for Generative Recommendation	manual-review	Full-text review pending
2026-07-28	Search, ads, recommendation, and LLM applications	2607.25276 FunnelAL: Retrieve-then-Rank Active Learning for Single-Class Discovery	manual-review	Full-text review pending
2026-07-28	LLM post-training	2607.26094 Meta-Learned Reward Shaping for Reinforcement Learning from Human Feedback	manual-review	Full-text review pending
2026-07-27	Search, ads, recommendation, and LLM applications	2607.25110 Memory Layer: Train the In-Model Cache for Recommendation Models	industrial-fulltext-review	Full-text review pending
2026-07-27	Agent / LLM post-training	2607.25091 Towards Robust Reinforcement Learning for Small-Scale Language Model Agents	manual-review, p2-deferred-review	Full-text review pending
2026-07-27	LLM post-training	2607.24900 Inverse RL Helps Align AI by Imitating Humans	manual-review	Full-text review pending
2026-07-27	LLM post-training	2607.24522 FlowCTS: On-policy Continuous Trajectory Supervision of Flow Models	manual-review	Full-text review pending
2026-07-27	Search, ads, recommendation, and LLM applications	2607.24213 Integrating Factual and Normative Industrial Knowledge via Constraint-Aware Graph Attention for Process Plan Recommendation	manual-review	Full-text review pending
2026-07-27	Search, ads, recommendation, and LLM applications	2607.24092 ConAlign: Conditional Alignment Framework for Balancing Biased and Unbiased Recommendation	industrial-fulltext-review	Full-text review pending
2026-07-27	Foundation models / Search, ads, recommendation, and LLM applications	2607.24025 SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation	industrial-fulltext-review, p2-deferred-review	Full-text review pending
2026-07-27	Search, ads, recommendation, and LLM applications	2607.23986 MEMOIR: Temporal Behavioral Memory for Recommendation Across the Preference-Drift Spectrum	manual-review	Full-text review pending
2026-07-26	Search, ads, recommendation, and LLM applications	2607.24869 Ranked by Position: Order Sensitivity as an Exploitable Attack Surface in LLM Listwise Recommenders	manual-review	Full-text review pending
2026-07-26	Agent	2607.23678 Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems	manual-review	Full-text review pending
2026-07-26	Search, ads, recommendation, and LLM applications	2607.23561 Towards a Relevance Posterior in Neural Information Access	manual-review	Full-text review pending
2026-07-26	LLM post-training	2607.23488 Learning Sampling Parameters for Diffusion Models	manual-review	Full-text review pending
2026-07-26	LLM post-training	2607.23420 LA-RL: Label-Aware Self-Reflection for Reinforcement Learning in Information Extraction	manual-review	Full-text review pending
2026-07-25	LLM post-training	2607.23125 Self-Boosting Vision-Language Models with Noisy Student On-Policy Self-Distillation	manual-review	Full-text review pending
2026-07-25	Search, ads, recommendation, and LLM applications	2607.23038 EGR: Embedding-Native Generative Retrieval with a Shared LLM	manual-review	Full-text review pending
2026-07-24	Search, ads, recommendation, and LLM applications	2607.24846 Two Views, One Voice: Evidence-Grounded Conversational Music Recommendation	manual-review	Full-text review pending
2026-07-24	LLM post-training	2608.07531 Search-G1: Grounded Search Agents via Representation-Based Intrinsic Rewards	manual-review	Full-text review pending
2026-07-24	Foundation models / LLM post-training	2607.21971 Teaching LLMs to Self-Evolve: Cultivating Core Meta-Skills with Reinforcement Learning	manual-review, p2-deferred-review	Full-text review pending
2026-07-23	Search, ads, recommendation, and LLM applications	2607.21519 Diffusion Language Model for Recommendation	manual-review	Full-text review pending
2026-07-23	LLM post-training	2607.21090 Training Large Language Models for Self-Explanation Faithfulness	manual-review	Full-text review pending
2026-07-23	LLM post-training	2607.20952 The Weight of Silence: A Causal Case for Weights Over the Scratchpad in Latent Chess Reasoning	manual-review	Full-text review pending
2026-07-23	Search, ads, recommendation, and LLM applications	2607.24829 Improving Rare Medication Recommendation with Counterfactual Data Augmentation and Large Language Models	manual-review	Full-text review pending
2026-07-22	LLM post-training	2607.20090 Reinforcement Learning for Large Language Model Selective Evidence Adoption from Contaminated Retrieval Results	manual-review	Full-text review pending
2026-07-21	LLM post-training	2607.19331 ISO: An RLVR-Native Optimization Stack	manual-review	B09
2026-07-21	Search, ads, recommendation, and LLM applications	2608.11219 From Monolithic to Modular: Segment-level Automatic Prompt Optimization	priority-fulltext-review	Full-text review pending
2026-07-21	LLM post-training	2607.19219 Beyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric Rewards	manual-review	Full-text review pending
2026-07-21	Agent / Foundation models / LLM post-training	2607.19450 REGEN: Replay-recycling for Expert-to-Generalist distillation with Offline Reinforcement Learning	manual-review, p2-deferred-review	Full-text review pending
2026-07-21	Agent / Foundation models	2608.07527 DocAtlas: Long-Document Understanding as Mutable-State Interaction	manual-review, p2-deferred-review	Full-text review pending
2026-07-20	Agent	2607.18485 Trusted Credentials, Untrusted Behavior: Benchmarking LLM-Agent Security in High-Performance Computing	manual-review	Full-text review pending
2026-07-20	Agent	2607.18147 LLMs and Agentic AI Systems for Smart Grids: A Tutorial on Architectures and Applications	manual-review	Full-text review pending
2026-07-20	Foundation models	2607.17715 C\(^2\)KV: Compressed and Composable KV Cache Reuse for Efficient LLM Inference	manual-review	B07
2026-07-19	Agent	2607.17038 Reward-Driven LLM Agent Workflows: Synthesizing POMDP Routing and Self-Correction for Autonomous Decision-Making	manual-review	Full-text review pending
2026-07-18	Search, ads, recommendation, and LLM applications	2607.16633 Beyond Fixed Depths and Widths: Optimizing Textual Decoding Tries in LLM-based Generative Recommendation	manual-review	Full-text review pending
2026-07-16	Search, ads, recommendation, and LLM applications	2607.15440 Stochastic Reset Pathfinding: Path-Level Regret for Cascading Bandits over Graph Paths	priority-fulltext-review	Full-text review pending
2026-07-16	Agent	2607.15257 SearchOS-V1: Towards Robust Open-Domain Information-Seeking Agent Collaboration	manual-review	Full-text review pending
2026-07-16	Search, ads, recommendation, and LLM applications	2607.14835 LLM-Based Re-Ranking for Real Estate Search	industrial-fulltext-review	B02
2026-07-16	Search, ads, recommendation, and LLM applications	2607.14604 Accelerating A/B-Tests with Counterfactual Estimation: Reducing Variance through Policy Overlap	priority-fulltext-review	Full-text review pending
2026-07-15	LLM post-training	2607.13753 Post-Training Shifts Confidence: A Three-Stage Analysis of How SFT, RL, and OPD Shape CoT Calibration	manual-review	Full-text review pending
2026-07-13	Search, ads, recommendation, and LLM applications	2607.26073 Guess Where You Go: Generative Next Point-of-Interest Recommendation in Amap	industrial-fulltext-review	B02
2026-07-12	Search, ads, recommendation, and LLM applications	2607.10910 ZoRRO: A Zero-Weight Personalized Recommender System for Scalable News Recommendation	industrial-fulltext-review	Full-text review pending
2026-07-11	Search, ads, recommendation, and LLM applications	2607.10239 Multilingual Semantic Retrieval for Apple Music Search	industrial-fulltext-review	Full-text review pending
2026-07-11	Search, ads, recommendation, and LLM applications	2607.10235 Consensus vs. Dissent: Dynamic LLM Modeling of Subjective Preferences in Group Recommenders	manual-review	Full-text review pending
2026-07-10	Search, ads, recommendation, and LLM applications	2607.10016 Tokenizing Numerical and Embedding Features for LLM RecSys	manual-review	Full-text review pending
2026-07-10	Search, ads, recommendation, and LLM applications	2607.09988 An LLM-powered Agentic Recommendation System for Connected TV Content Discovery	manual-review	Full-text review pending
2026-07-09	Search, ads, recommendation, and LLM applications	2607.08703 MPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement Learning	industrial-fulltext-review	Full-text review pending
2026-07-09	Agent / Foundation models	2607.08497 Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing	manual-review, p2-deferred-review	Full-text review pending
2026-07-09	Search, ads, recommendation, and LLM applications	2607.08365 DaV-Gen: End-to-End Generative Retrieval via Draft-and-Verify	manual-review	Full-text review pending
2026-07-08	Search, ads, recommendation, and LLM applications	2607.06979 Robust Federated Learning Under Real-World Client Churn	priority-fulltext-review	Full-text review pending
2026-07-08	Search, ads, recommendation, and LLM applications	2607.06963 Large Language Models (LLMs) and Generative AI in Cybersecurity and Privacy: A Survey of Dual-Use Risks, AI-Generated Malware, Explainability, and Defensive Strategies	priority-fulltext-review	Full-text review pending
2026-07-05	Search, ads, recommendation, and LLM applications	2607.04270 LBR: Towards Mitigating Length Bias in Large Language Models for Recommendation	manual-review	Full-text review pending
2026-07-03	Foundation models	2607.03089 STELLA: Efficient Sensor-to-LLM Translation for On-Device Human Activity Recognition	manual-review	Full-text review pending
2026-07-01	Search, ads, recommendation, and LLM applications	2607.01170 Diffusion-GR2: Diffusion Generative Reasoning Re-ranker	manual-review	Full-text review pending
2026-06-30	Search, ads, recommendation, and LLM applications	2606.31984 GR2 Technical Report	manual-review	Full-text review pending
2026-06-30	Agent / Search, ads, recommendation, and LLM applications	2606.31693 ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping	manual-review, p2-deferred-review	Full-text review pending
2026-06-30	Search, ads, recommendation, and LLM applications	2606.31031 GenPage: Towards End-to-End Generative Homepage Construction at Netflix	industrial-fulltext-review	B02
2026-06-29	Search, ads, recommendation, and LLM applications	2606.29946 POEM: Partial-Order Enhanced Real-Time Sequential Modeling for Recommendation	industrial-fulltext-review	Full-text review pending
2026-06-28	Search, ads, recommendation, and LLM applications	2606.29341 Monosemanticity in Recommender Systems	manual-review	Full-text review pending
2026-06-27	Foundation models / Search, ads, recommendation, and LLM applications	2606.28933 FinInvest-GTCN: Explainable Graph-Temporal-Causal Modeling for Risk-Aware Investment Decision Optimization	p2-deferred-review, priority-fulltext-review	Full-text review pending
2026-06-27	Search, ads, recommendation, and LLM applications	2607.24789 NEXT: Reasoning-Driven Video Recommendation via a Vision-Language Model	manual-review	B00
2026-06-26	Search, ads, recommendation, and LLM applications	2606.28059 Fast and Feasible: Permutation-based Constrained Reranking for Revenue Maximization	industrial-fulltext-review	Full-text review pending
2026-06-25	Search, ads, recommendation, and LLM applications	2606.27058 UniFormer: Efficient and Unified Model-Centric Scaling for Industrial Recommendation	industrial-fulltext-review	Full-text review pending
2026-06-25	Search, ads, recommendation, and LLM applications	2606.26859 AgentX: Towards Agent-Driven Self-Iteration of Industrial Recommender Systems	manual-review	B00
2026-06-25	LLM post-training	2606.26787 AIGP: An LLM-Based Framework for Long-Term Value Alignment in E-Commerce Pricing	manual-review	Full-text review pending
2026-06-24	Search, ads, recommendation, and LLM applications	2606.25496 Recommendation as Generation: Unifying Personalized Video Generation and Recommendation at Industrial Scale	industrial-fulltext-review	Full-text review pending
2026-06-22	Search, ads, recommendation, and LLM applications	2606.23911 Scaling Dense Retrieval with LLM-Annotated Training Data: Structured Mining and Progressive Curriculum for E-Commerce Sponsored Search	industrial-fulltext-review	Full-text review pending
2026-06-22	Search, ads, recommendation, and LLM applications	2606.23057 Who Owns the AI Recommendation? A Multi-Industry Empirical Map of Brand Category Ownership Across Large Language Models	priority-fulltext-review	Full-text review pending
2026-06-19	Search, ads, recommendation, and LLM applications	2606.21590 Radial Basis Function Networks as Projection Heads in Self-Supervised Learning	priority-fulltext-review	Full-text review pending
2026-06-17	Search, ads, recommendation, and LLM applications	2606.19108 JourneyFormer: Encoding Airbnb Guest Journey with Sequence Modeling	industrial-fulltext-review	B03
2026-06-17	Search, ads, recommendation, and LLM applications	2606.18814 LensKit-Auto	priority-fulltext-review	Full-text review pending
2026-06-17	Search, ads, recommendation, and LLM applications	2606.18750 Ensuring Trustworthy Online A/B Testing: Addressing Five Key Questions on CUPED	industrial-fulltext-review	Full-text review pending
2026-06-16	Search, ads, recommendation, and LLM applications	2606.18451 A Cross-Model VLM-Judge Protocol for Single-Image 3D Mesh Quality (and Why Cheap Proxies Fall Short)	priority-fulltext-review	Full-text review pending
2026-06-15	Search, ads, recommendation, and LLM applications	2606.16838 OneRank: Unified Transformer-Native Ranking Architecture for Multi-Task Recommendation	industrial-fulltext-review	Full-text review pending
2026-06-15	Search, ads, recommendation, and LLM applications	2606.16641 PIANO: Personalized Reranking via Information Aggregation Node for Music Search Optimization	industrial-fulltext-review	Full-text review pending
2026-06-12	Search, ads, recommendation, and LLM applications	2606.14932 Retrieval-as-a-Service:A System-Oriented Analysis of Industrial Retrieval Pipelines in Web Systems	manual-review	Full-text review pending
2026-06-12	Search, ads, recommendation, and LLM applications	2606.14817 Combining Retrieval-Augmented Text Generation with LLMs for Reading Content Recommendations	priority-fulltext-review	Full-text review pending
2026-06-11	LLM post-training	2606.14801 QPILOTS: Efficient Test-Time Q-Steering for Flow Policies	manual-review	Full-text review pending
2026-06-11	Search, ads, recommendation, and LLM applications	2606.12984 SkillChain: Closing the Loop on Skill Evolution for Image-Based E-Commerce AI Assistants	industrial-fulltext-review	Full-text review pending
2026-06-10	Search, ads, recommendation, and LLM applications	2606.12281 CCKS: Consensus-based Communication and Knowledge Sharing	priority-fulltext-review	Full-text review pending
2026-06-10	Search, ads, recommendation, and LLM applications	2606.12198 LLM-Based User Personas for Recommendations at Scale	industrial-fulltext-review	Full-text review pending
2026-06-09	Search, ads, recommendation, and LLM applications	2606.10907 From Prompt to Purchase: How AI Brand Recommendations Move Consumers on the Open Web	priority-fulltext-review	Full-text review pending
2026-06-09	Search, ads, recommendation, and LLM applications	2606.10357 Atomic Intent Reasoning: Bringing LLM Semantics to Industrial Cross-Domain Recommendations	industrial-fulltext-review	Full-text review pending
2026-06-08	Search, ads, recommendation, and LLM applications	2606.10243 DUET -- Dual User Embedding Transformers for Offsite Conversion Prediction	industrial-fulltext-review	Full-text review pending
2026-06-07	Search, ads, recommendation, and LLM applications	2606.08604 Gryphon: A Unified Architecture for Semantic-ID Generation and Item-Level Scoring in Industrial Recommendations	industrial-fulltext-review	Full-text review pending
2026-06-07	LLM post-training / Search, ads, recommendation, and LLM applications	2606.08480 Adaptive Loss Balancing for Noise-Robust GRPO in Generative Recommendation	industrial-fulltext-review, p2-deferred-review	Full-text review pending
2026-06-07	Search, ads, recommendation, and LLM applications	2606.08466 ToolRec: Calibrated Preference Alignment for Query Recommendation in On-Device Assistants	industrial-fulltext-review	Full-text review pending
2026-06-05	Search, ads, recommendation, and LLM applications	2606.07068 Bias in Filter Feature Selection Evaluation: A Meta-Analysis of Datasets, Baselines, and Experimental Design Choices	priority-fulltext-review	Full-text review pending
2026-06-05	Search, ads, recommendation, and LLM applications	2606.06970 SSRLive: Live Streaming Recommendation with Dynamic Semantic ID	industrial-fulltext-review	Full-text review pending
2026-06-03	Search, ads, recommendation, and LLM applications	2606.04448 Bridging Short Videos and Live Streams: Reasoning-Guided Multimodal LLMs for Cross-Domain Representation Learning	industrial-fulltext-review	Full-text review pending
2026-06-03	Search, ads, recommendation, and LLM applications	2606.04387 Rethinking Sales Lead Scoring with LLM-based Hierarchical Preference Ranking	industrial-fulltext-review	Full-text review pending
2026-06-02	Search, ads, recommendation, and LLM applications	2606.04110 Variance Reduction for Heavy-Tailed Monetization Metrics in Ranking Experiments via Post-Stratification	industrial-fulltext-review	Full-text review pending
2026-06-02	LLM post-training / Search, ads, recommendation, and LLM applications	2606.03866 Taiji: Pareto Optimal Policy Optimization with Semantics-IDs Trade-off for Industrial LLM-Enhanced Recommendation	industrial-fulltext-review, p2-deferred-review	Full-text review pending
2026-05-29	Search, ads, recommendation, and LLM applications	2606.00282 Synthetic Data from Cross-Domain Events for Large-Scale Recommendation Systems	industrial-fulltext-review	Full-text review pending
2026-05-27	Search, ads, recommendation, and LLM applications	2605.29141 Toward User Preference Alignment in LLM Recommendation via Explicit Context Feedback	priority-fulltext-review	Full-text review pending
2026-05-27	Search, ads, recommendation, and LLM applications	2605.28888 Generative Spatiotemporal Intent Sequence Recommendation via Implicit Reasoning in Amap	industrial-fulltext-review	Full-text review pending
2026-05-26	Search, ads, recommendation, and LLM applications	2605.27704 Joint Optimization of Relevance and Engagement in Multi-Task Ranking for E-Commerce with Efficient LLM Supervision	industrial-fulltext-review	Full-text review pending
2026-05-26	Search, ads, recommendation, and LLM applications	2607.19357 Stochastic Primal-Dual Decoding for Multiobjective Generative Recommender Systems	industrial-fulltext-review	Full-text review pending
2026-05-26	Search, ads, recommendation, and LLM applications	2605.27103 MuChator: Enabling Active Music Discovery via Conversational Music LLMs in Douyin Music	industrial-fulltext-review	Full-text review pending
2026-05-26	Search, ads, recommendation, and LLM applications	2605.27043 Causal Representation Learning for Generalisable Recommendation	industrial-fulltext-review	Full-text review pending
2026-05-26	Search, ads, recommendation, and LLM applications	2605.26717 L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation	industrial-fulltext-review	B03
2026-05-26	Search, ads, recommendation, and LLM applications	2605.26424 Uniboost: Global Coordination with Value Alignment for Fair and Efficient Traffic Allocation	industrial-fulltext-review	Full-text review pending
2026-05-25	Search, ads, recommendation, and LLM applications	2605.25726 SIREN: Unified Multi-Granularity Semantic Interaction for Multi-Modal Lifelong User Interest Modeling	industrial-fulltext-review	Full-text review pending
2026-05-25	Search, ads, recommendation, and LLM applications	2605.25514 From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark	industrial-fulltext-review	B03
2026-05-24	Search, ads, recommendation, and LLM applications	2605.25007 Meta-Modal Agent: Sequential Evidence Routing for Missing-Modality Candidate Reranking	priority-fulltext-review	Full-text review pending
2026-05-22	Search, ads, recommendation, and LLM applications	2605.23702 TubiFM: Unified Item, Carousel, and Search Ranking for Streaming Discovery	industrial-fulltext-review	B03
2026-05-20	Search, ads, recommendation, and LLM applications	2605.21752 PEARL: Unbiased Percentile Estimation via Contrastive Learning for Industrial-Scale Livestream Recommendation	industrial-fulltext-review	B03
2026-05-19	Search, ads, recommendation, and LLM applications	2605.20559 Group-Aware Matrix Estimation and Latent Subspace Recovery	priority-fulltext-review	Full-text review pending
2026-05-18	Search, ads, recommendation, and LLM applications	2605.18696 Ensembling Tabular Foundation Models - A Diversity Ceiling And A Calibration Trap	priority-fulltext-review	Full-text review pending
2026-05-18	Search, ads, recommendation, and LLM applications	2605.17863 DADF: A Distribution-Aware Debiasing Framework for Watch-Time Regression in Recommender Systems	industrial-fulltext-review	B03
2026-05-15	Search, ads, recommendation, and LLM applications	2605.16479 Policy-Grounded Dynamic Facet Suggestions for Job Search	industrial-fulltext-review	Full-text review pending
2026-05-13	Search, ads, recommendation, and LLM applications	2605.13052 RAG-Enhanced Large Language Models for Dynamic Content Expiration Prediction in Web Search	industrial-fulltext-review	Full-text review pending
2026-05-12	Search, ads, recommendation, and LLM applications	2605.11732 AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents	priority-fulltext-review	Full-text review pending
2026-05-11	Search, ads, recommendation, and LLM applications	2605.11118 A Cascaded Generative Approach for e-Commerce Recommendations	industrial-fulltext-review	Full-text review pending
2026-05-11	Search, ads, recommendation, and LLM applications	2605.10367 AgentGR: Semantic-aware Agentic Group Decision-Making Simulator for Group Recommendation	priority-fulltext-review	Full-text review pending
2026-05-09	Search, ads, recommendation, and LLM applications	2605.08731 Choosing a JPEG Decoder for PyTorch DataLoaders: Workload-Specific Throughput on Four CPUs	priority-fulltext-review	Full-text review pending
2026-05-08	Search, ads, recommendation, and LLM applications	2605.07129 RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation	priority-fulltext-review	Full-text review pending
2026-05-08	Search, ads, recommendation, and LLM applications	2605.16344 A Production-Ready RL Framework for Personalized Utility Tuning with Pareto Sweeping in Pinterest Recommender Systems	industrial-fulltext-review	B04
2026-05-07	Search, ads, recommendation, and LLM applications	2605.06981 Bridging Textual Profiles and Latent User Embeddings for Personalization	priority-fulltext-review	Full-text review pending
2026-05-07	Search, ads, recommendation, and LLM applications	2605.05855 Bridging Passive and Active: Enhancing Conversation Starter Recommendation via Active Expression Modeling	industrial-fulltext-review	Full-text review pending
2026-05-07	Search, ads, recommendation, and LLM applications	2605.05730 Effective Knowledge Transfer for Multi-Task Recommendation Models	industrial-fulltext-review	B04
2026-05-04	Search, ads, recommendation, and LLM applications	2606.07546 Beyond Item IDs: Scaling Short-Form-Video Recommendation via Semantic-Native Long Sequence Modeling	industrial-fulltext-review	Full-text review pending
2026-05-01	Search, ads, recommendation, and LLM applications	2605.00353 Negative Data Mining for Contrastive Learning in Dense Retrieval at IKEA.com	industrial-fulltext-review	Full-text review pending
2026-04-30	Search, ads, recommendation, and LLM applications	2605.00068 Human-in-the-Loop Meta Bayesian Optimization for Fusion Energy and Scientific Applications	priority-fulltext-review	Full-text review pending
2026-04-30	Search, ads, recommendation, and LLM applications	2604.27321 Toward Autonomous SOC Operations: End-to-End LLM Framework for Threat Detection, Query Generation, and Resolution in Security Operations	priority-fulltext-review	Full-text review pending
2026-04-29	Search, ads, recommendation, and LLM applications	2604.26390 Meta-Learning and Targeted Differential Privacy to Improve the Accuracy-Privacy Trade-off in Recommendations	priority-fulltext-review	Full-text review pending
2026-04-28	Search, ads, recommendation, and LLM applications	2604.25834 Action-Aware Generative Sequence Modeling for Short Video Recommendation	industrial-fulltext-review	Full-text review pending
2026-04-28	Search, ads, recommendation, and LLM applications	2604.25732 Personalized Multi-Interest Modeling for Cross-Domain Recommendation to Cold-Start Users	priority-fulltext-review	Full-text review pending
2026-04-26	Search, ads, recommendation, and LLM applications	2604.23522 Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale	industrial-fulltext-review	B04
2026-04-25	Search, ads, recommendation, and LLM applications	2604.23088 Code Broker: A Multi-Agent System for Automated Code Quality Assessment	priority-fulltext-review	Full-text review pending
2026-04-20	Search, ads, recommendation, and LLM applications	2604.18146 Modular Representation Compression: Adapting LLMs for Efficient and Effective Recommendations	industrial-fulltext-review	Full-text review pending
2026-04-20	Search, ads, recommendation, and LLM applications	2604.17878 RankUp: Towards High-rank Representations for Large Scale Advertising Recommender Systems	industrial-fulltext-review	Full-text review pending
2026-04-17	Search, ads, recommendation, and LLM applications	2604.15937 Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation	priority-fulltext-review	Full-text review pending
2026-04-15	Search, ads, recommendation, and LLM applications	2604.14352 PROXIMA: A Reliability Scoring Framework for Proxy Metrics in Online Controlled Experiments	industrial-fulltext-review	Full-text review pending
2026-04-15	Search, ads, recommendation, and LLM applications	2604.13796 Driving Engagement in Daily Fantasy Sports with a Scalable and Urgency-Aware Ranking Engine	industrial-fulltext-review	Full-text review pending
2026-04-14	Search, ads, recommendation, and LLM applications	2604.12965 Efficient Retrieval Scaling with Hierarchical Indexing for Large Scale Recommendation	priority-fulltext-review	Full-text review pending
2026-04-14	Search, ads, recommendation, and LLM applications	2604.14223 TRACE: A Conversational Framework for Sustainable Tourism Recommendation with Agentic Counterfactual Explanations	priority-fulltext-review	Full-text review pending
2026-04-14	Search, ads, recommendation, and LLM applications	2605.04076 A Regulatory Governance Framework for AI-Driven Financial Fraud Detection in U.S. Banking: Integrating OCC, SR 11-7, CFPB, and FinCEN Compliance Requirements for Model Development, Validation, and Monitoring Lifecycles	priority-fulltext-review	Full-text review pending
2026-04-14	Search, ads, recommendation, and LLM applications	2604.12234 UniRec: Bridging the Expressive Gap between Generative and Discriminative Recommendation via Chain-of-Attribute	industrial-fulltext-review	B04
2026-04-13	Search, ads, recommendation, and LLM applications	2604.11440 R3-VAE: Reference Vector-Guided Rating Residual Quantization VAE for Generative Recommendation	industrial-fulltext-review	Full-text review pending
2026-04-12	Search, ads, recommendation, and LLM applications	2604.10471 SID-Coord: Coordinating Semantic IDs for ID-based Ranking in Short-Video Search	industrial-fulltext-review	Full-text review pending
2026-04-09	Search, ads, recommendation, and LLM applications	2604.08181 Long-Term Embeddings for Balanced Personalization	industrial-fulltext-review	Full-text review pending
2026-04-08	Search, ads, recommendation, and LLM applications	2605.27374 ICG: Improving Cover Image Generation via MLLM-based Prompting and Personalized Preference Alignment	priority-fulltext-review	Full-text review pending
2026-04-06	Search, ads, recommendation, and LLM applications	2604.09698 Evaluating Scene-based In-Situ Item Labeling for Immersive Conversational Recommendation	priority-fulltext-review	Full-text review pending
2026-04-05	Search, ads, recommendation, and LLM applications	2604.03949 Semantic IDs for Recommender Systems at Snapchat: Use Cases, Technical Challenges, and Design Choices	industrial-fulltext-review	Full-text review pending
2026-03-30	Search, ads, recommendation, and LLM applications	2603.28124 RCLRec: Reverse Curriculum Learning for Modeling Sparse Conversions in Generative Recommendation	industrial-fulltext-review	Full-text review pending
2026-03-27	Search, ads, recommendation, and LLM applications	2603.26085 AgenticRS-Architecture: System Design for Agentic Recommender Systems	industrial-fulltext-review	Full-text review pending
2026-03-26	Search, ads, recommendation, and LLM applications	2603.25070 An Explainable Ensemble Learning Framework for Crop Classification with Optimized Feature Pyramids and Deep Networks	priority-fulltext-review	Full-text review pending
2026-03-26	Search, ads, recommendation, and LLM applications	2603.24963 Design Once, Deploy at Scale: Template-Driven ML Development for Large Model Ecosystems	priority-fulltext-review	Full-text review pending
2026-03-25	Search, ads, recommendation, and LLM applications	2603.24226 UniScale: Synergistic Entire Space Data and Model Scaling for Search Ranking	industrial-fulltext-review	B04
2026-03-24	Search, ads, recommendation, and LLM applications	2603.22916 GateSID: Adaptive Gating for Balancing Semantic and Collaborative Signals in Recommendation	industrial-fulltext-review	B04
2026-03-23	Search, ads, recommendation, and LLM applications	2603.21481 TagLLM: A Fine-Grained Tag Generation Approach for Note Recommendation	industrial-fulltext-review	Full-text review pending
2026-03-20	Search, ads, recommendation, and LLM applications	2603.20062 The End of Rented Discovery: How AI Search Redistributes Power Between Hotels and Intermediaries	priority-fulltext-review	Full-text review pending
2026-03-20	Search, ads, recommendation, and LLM applications	2603.19710 AIGQ: An End-to-End Hybrid Generative Architecture for E-commerce Query Recommendation	industrial-fulltext-review	B05
2026-03-20	Search, ads, recommendation, and LLM applications	2603.19665 GenFacet: End-to-End Generative Faceted Search via Multi-Task Preference Alignment in E-Commerce	industrial-fulltext-review	Full-text review pending
2026-03-20	Search, ads, recommendation, and LLM applications	2603.19585 SaFRO: Satisfaction-Aware Fusion via Dual-Relative Policy Optimization for Short-Video Search	industrial-fulltext-review	B05
2026-03-19	Search, ads, recommendation, and LLM applications	2603.18765 Implicit Grading Bias in Large Language Models: How Writing Style Affects Automated Assessment Across Math, Programming, and Essay Tasks	priority-fulltext-review	Full-text review pending
2026-03-17	Search, ads, recommendation, and LLM applications	2604.13057 A Multi-Model Approach to English-Bangla Sentiment Classification of Government Mobile Banking App Reviews	priority-fulltext-review	Full-text review pending
2026-03-17	Search, ads, recommendation, and LLM applications	2603.16088 RecBundle: A Next-Generation Geometric Paradigm for Explainable Recommender Systems	priority-fulltext-review	Full-text review pending
2026-03-12	Search, ads, recommendation, and LLM applications	2603.11486 Quantized Inference for OneRec-V2	industrial-fulltext-review	Full-text review pending
2026-03-04	Search, ads, recommendation, and LLM applications	2603.04227 Constraint-Aware Generative Re-ranking for Multi-Objective Optimization in Advertising Feeds	industrial-fulltext-review	Full-text review pending
2026-03-04	Search, ads, recommendation, and LLM applications	2603.03988 SORT: A Systematically Optimized Ranking Transformer for Industrial-scale Recommenders	industrial-fulltext-review	B05
2026-03-01	Search, ads, recommendation, and LLM applications	2603.00980 Beyond the Flat Sequence: Hierarchical and Preference-Aware Generative Recommendations	industrial-fulltext-review	Full-text review pending
2026-02-28	Search, ads, recommendation, and LLM applications	2603.00632 Stop Treating Collisions Equally: Qualification-Aware Semantic ID Learning for Recommendation at Industrial Scale	industrial-fulltext-review	B05
2026-02-28	Search, ads, recommendation, and LLM applications	2603.00502 Trinity: A Scenario-Aware Recommendation Framework for Large-Scale Cold-Start Users	industrial-fulltext-review	Full-text review pending
2026-02-27	Search, ads, recommendation, and LLM applications	2602.23717 Recommending Search Filters To Improve Conversions At Airbnb	industrial-fulltext-review	Full-text review pending
2026-02-26	Search, ads, recommendation, and LLM applications	2602.23530 Unified Learning-to-Rank for Multi-Channel Retrieval in Large-Scale E-Commerce Search	industrial-fulltext-review	Full-text review pending
2026-02-25	Search, ads, recommendation, and LLM applications	2602.21600 AQR-HNSW: Accelerating Approximate Nearest Neighbor Search via Density-aware Quantization and Multi-stage Re-ranking	priority-fulltext-review	Full-text review pending
2026-02-25	Search, ads, recommendation, and LLM applications	2603.19249 Spelling Correction in Healthcare Query-Answer Systems: Methods, Retrieval Impact, and Empirical Evaluation	priority-fulltext-review	Full-text review pending
2026-02-24	Search, ads, recommendation, and LLM applications	2602.20995 Generative Pseudo-Labeling for Pre-Ranking with LLMs	manual-review	B05
2026-02-23	Search, ads, recommendation, and LLM applications	2603.06631 T-REX: Transformer-Based Category Sequence Generation for Grocery Basket Recommendation	industrial-fulltext-review	Full-text review pending
2026-02-20	Search, ads, recommendation, and LLM applications	2602.18348 Explaining AutoClustering: Uncovering Meta-Feature Contribution in AutoML for Clustering	priority-fulltext-review	Full-text review pending
2026-02-20	Search, ads, recommendation, and LLM applications	2602.17976 In-Context Pure Exploration in Continuous Decision Spaces	priority-fulltext-review	Full-text review pending
2026-02-19	Search, ads, recommendation, and LLM applications	2602.17058 A Long-term Value Prediction Framework In Video Ranking	industrial-fulltext-review	B05
2026-02-16	LLM post-training / Search, ads, recommendation, and LLM applications	2602.15005 Learning User Interests via Reasoning and Distillation for Cross-Domain News Recommendation	industrial-fulltext-review, p2-deferred-review	Full-text review pending
2026-02-14	Search, ads, recommendation, and LLM applications	2602.13581 Climber-Pilot: A Non-Myopic Generative Recommendation Model Towards Better Instruction-Following	industrial-fulltext-review	Full-text review pending
2026-02-13	Search, ads, recommendation, and LLM applications	2602.13134 Awakening Dormant Users: Generative Recommendation with Counterfactual Functional Role Reasoning	industrial-fulltext-review	Full-text review pending
2026-02-13	Search, ads, recommendation, and LLM applications	2602.12972 Jointly Optimizing Debiased CTR and Uplift for Coupons Marketing: A Unified Causal Framework	industrial-fulltext-review	Full-text review pending
2026-02-13	Search, ads, recommendation, and LLM applications	2602.12968 RGAlign-Rec: Ranking-Guided Alignment for Latent Query Reasoning in Recommendation Systems	industrial-fulltext-review	B06
2026-02-13	Search, ads, recommendation, and LLM applications	2602.12593 RQ-GMM: Residual Quantized Gaussian Mixture Model for Multimodal Semantic Discretization in CTR Prediction	industrial-fulltext-review	Full-text review pending
2026-02-13	Search, ads, recommendation, and LLM applications	2602.12564 CAPTS: Channel-Aware, Preference-Aligned Trigger Selection for Multi-Channel Item-to-Item Retrieval	industrial-fulltext-review	Full-text review pending
2026-02-12	Search, ads, recommendation, and LLM applications	2602.12354 An Industrial-Scale Sequential Recommender for LinkedIn Feed Ranking	industrial-fulltext-review	B06
2026-02-12	Search, ads, recommendation, and LLM applications	2602.12041 Compress, Cross and Scale: Multi-Level Compression Cross Networks for Efficient Scaling in Recommender Systems	industrial-fulltext-review	Full-text review pending
2026-02-12	Search, ads, recommendation, and LLM applications	2602.11562 LASER: An Efficient Target-Aware Segmented Attention Framework for End-to-End Long Sequence Modeling	industrial-fulltext-review	Full-text review pending
2026-02-11	Search, ads, recommendation, and LLM applications	2602.11410 CADET: Context-Conditioned Ads CTR Prediction With a Decoder-Only Transformer	industrial-fulltext-review	B06
2026-02-11	Search, ads, recommendation, and LLM applications	2602.10455 Compute Only Once: UG-Separation for Efficient Large Recommendation Models	industrial-fulltext-review	Full-text review pending
2026-02-10	Search, ads, recommendation, and LLM applications	2602.09901 QP-OneModel: A Unified Generative LLM for Multi-Task Query Understanding in Xiaohongshu Search	industrial-fulltext-review	Full-text review pending
2026-02-10	Search, ads, recommendation, and LLM applications	2602.09744 DiffuReason: Bridging Latent Reasoning and Generative Refinement for Sequential Recommendation	industrial-fulltext-review	B06
2026-02-10	Search, ads, recommendation, and LLM applications	2602.09401 SARM: LLM-Augmented Semantic Anchor for End-to-End Live-Streaming Ranking	industrial-fulltext-review	B06
2026-02-10	Search, ads, recommendation, and LLM applications	2602.09386 SMES: Towards Scalable Multi-Task Recommendation via Expert Sparsity	industrial-fulltext-review	Full-text review pending
2026-02-09	Search, ads, recommendation, and LLM applications	2602.09194 ML-DCN: Masked Low-Rank Deep Crossing Network Towards Scalable Ads Click-through Rate Prediction at Pinterest	industrial-fulltext-review	B06
2026-02-09	Search, ads, recommendation, and LLM applications	2602.08530 PIT: A Dynamic Personalized Item Tokenizer for End-to-End Generative Recommendation	industrial-fulltext-review	Full-text review pending
2026-02-08	Search, ads, recommendation, and LLM applications	2602.07987 Learning to Alleviate Familiarity Bias in Video Recommendation	industrial-fulltext-review	Full-text review pending
2026-02-03	Search, ads, recommendation, and LLM applications	2602.03324 SCASRec: A Self-Correcting and Auto-Stopping Model for Generative Route List Recommendation	industrial-fulltext-review	Full-text review pending
2026-02-01	Search, ads, recommendation, and LLM applications	2602.01023 Unifying Ranking and Generation in Query Auto-Completion via Retrieval-Augmented Generation and Multi-Objective Alignment	industrial-fulltext-review	B06
2026-01-31	Search, ads, recommendation, and LLM applications	2602.02582 Uncertainty and Fairness Awareness in LLM-Based Recommendation Systems	priority-fulltext-review	Full-text review pending
2026-01-31	Search, ads, recommendation, and LLM applications	2602.00758 Temporal Leakage in Search-Engine Date-Filtered Web Retrieval: A Retrospective Forecasting Case Study	priority-fulltext-review	Full-text review pending
2026-01-30	Search, ads, recommendation, and LLM applications	2601.22820 User-Adaptive Meta-Learning for Cold-Start Medication Recommendation with Uncertainty Filtering	priority-fulltext-review	Full-text review pending
2026-01-29	Search, ads, recommendation, and LLM applications	2601.21285 Zenith: Scaling up Ranking Models for Billion-scale Livestreaming Recommendation	industrial-fulltext-review	Full-text review pending
2026-01-28	Search, ads, recommendation, and LLM applications	2601.20215 Towards End-to-End Alignment of User Satisfaction via Questionnaire in Video Recommendation	industrial-fulltext-review	Full-text review pending
2026-01-28	Search, ads, recommendation, and LLM applications	2601.20199 MERGE: Next-Generation Item Indexing Paradigm for Large-Scale Streaming Recommendation	industrial-fulltext-review	Full-text review pending
2026-01-26	Search, ads, recommendation, and LLM applications	2601.18664 S\(^2\)GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation	industrial-fulltext-review	Full-text review pending
2026-01-26	Search, ads, recommendation, and LLM applications	2604.09549 Beyond Offline A/B Testing: Context-Aware Agent Simulation for Recommender System Evaluation	industrial-fulltext-review	Full-text review pending
2026-01-25	Search, ads, recommendation, and LLM applications	2601.17836 Unleashing the Potential of Sparse Attention on Long-term Behaviors for CTR Prediction	industrial-fulltext-review	Full-text review pending
2026-01-24	Search, ads, recommendation, and LLM applications	2601.17472 Adversarial Alignment and Disentanglement for Cross-Domain CTR Prediction with Domain-Encompassing Features	industrial-fulltext-review	Full-text review pending
2026-01-20	Search, ads, recommendation, and LLM applications	2601.14333 Hierarchical Contextual Uplift Bandits for Catalog Personalization	industrial-fulltext-review	Full-text review pending
2026-01-11	Search, ads, recommendation, and LLM applications	2601.06873 Applying Embedding-Based Retrieval to Airbnb Search	industrial-fulltext-review	Full-text review pending
2026-01-08	Search, ads, recommendation, and LLM applications	2601.04674 PROMISE: Process Reward Models Unlock Test-Time Scaling Laws in Generative Recommendations	industrial-fulltext-review	Full-text review pending
2026-01-08	Search, ads, recommendation, and LLM applications	2601.04554 Exploring Recommender System Evaluation: A Multi-Modal User Agent Framework for A/B Testing	industrial-fulltext-review	Full-text review pending
2026-01-06	Search, ads, recommendation, and LLM applications	2601.02955 Rethinking Multi-objective Ranking Ensemble in Recommender System: From Score Fusion to Rank Consistency	industrial-fulltext-review	Full-text review pending
2026-01-05	Search, ads, recommendation, and LLM applications	2601.02002 Exploring Approaches for Detecting Memorization of Recommender System Data in Large Language Models	priority-fulltext-review	Full-text review pending

Execution rules¶

Reread the full paper before each batch. If claimed evidence is absent, remove the paper from the batch and record the reason in the machine ledger.
Each paper needs standalone mechanism code, public-data or mini-suite metrics, complete metadata, a key original figure, and explicit reproduction limits.
Register a mutation for every mechanism eligible for evolve. Preserve negative results.
Use this historical ledger as the scan baseline until B01–B11 are closed; then resume incremental recent scans.