{"total":131,"rows":[{"id":"2604.13016","title":"Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe","created":"2026-04-14","cited_by_count":299,"area":"lr"},{"id":"2605.03677","title":"Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe","created":"2026-05-05","cited_by_count":49,"area":"distill"},{"id":"2606.11709","title":"RLCSD: Reinforcement Learning with Contrastive On-Policy Self-Distillation","created":"2026-06-10","cited_by_count":45,"area":"lr"},{"id":"2607.05184","title":"Rethinking On-Policy Self-Distillation for Thinking Models","created":"2026-07-06","cited_by_count":39,"area":"lr"},{"id":"2606.02684","title":"Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation","created":"2026-06-01","cited_by_count":32,"area":"lr"},{"id":"2606.26790","title":"OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning","created":"2026-06-25","cited_by_count":32,"area":"agents"},{"id":"2605.13255","title":"Respecting Self-Uncertainty in On-Policy Self-Distillation for Efficient LLM Reasoning","created":"2026-05-13","cited_by_count":23,"area":"lr"},{"id":"2605.05204","title":"D-OPSD: On-Policy Self-Distillation for Continuously Tuning Step-Distilled Diffusion Models","created":"2026-05-06","cited_by_count":22,"area":"diffusion"},{"id":"2605.07725","title":"SOD: Step-wise On-policy Distillation for Small Language Model Agents","created":"2026-05-08","cited_by_count":21,"area":"agents"},{"id":"2608.04794","title":"Privileged, but Biased: How PI-Conditioned Teachers Break Self-Distillation","created":"2026-08-05","cited_by_count":18,"area":"distill"},{"id":"2605.01347","title":"MAD-OPD: Breaking the Ceiling in On-Policy Distillation via Multi-Agent Debate","created":"2026-05-02","cited_by_count":17,"area":"agents"},{"id":"2608.06296","title":"On-Policy Self-Distillation without Any Supervision","created":"2026-08-06","cited_by_count":17,"area":"lr"},{"id":"2605.10194","title":"STEPS: Selective On-Policy Self-Distillation for Reasoning","created":"2026-05-11","cited_by_count":16,"area":"distill"},{"id":"2605.12400","title":"OGLS-SD: On-Policy Self-Distillation with Outcome-Guided Logit Steering for LLM Reasoning","created":"2026-05-12","cited_by_count":16,"area":"lr"},{"id":"2605.10781","title":"Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR","created":"2026-05-11","cited_by_count":15,"area":"lr"},{"id":"2608.24696","title":"On-policy Distillation with Verifiable Reward","created":"2026-08-25","cited_by_count":15,"area":"distill"},{"id":"2605.11609","title":"Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information","created":"2026-05-12","cited_by_count":14,"area":"lr"},{"id":"2605.05040","title":"Preference-Based Self-Distillation: Beyond KL Matching via Reward Regularization","created":"2026-05-06","cited_by_count":12,"area":"lr"},{"id":"2605.11853","title":"GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation","created":"2026-05-12","cited_by_count":12,"area":"lr"},{"id":"2606.05718","title":"ViCuR: Visual Cues as Recoverable Privilege for Multimodal On-Policy Distillation","created":"2026-06-04","cited_by_count":12,"area":"distill"},{"id":"2606.29502","title":"UCOB: Learning to Utilize and Evolve Agentic Skills via Credit-Aware On-Policy Bidirectional Self-Distillation","created":"2026-06-28","cited_by_count":12,"area":"agents"},{"id":"2606.30626","title":"DOPD: Dual On-policy Distillation","created":"2026-06-29","cited_by_count":12,"area":"distill"},{"id":"2605.00642","title":"Learn where to Click from Yourself: On-Policy Self-Distillation for GUI Grounding","created":"2026-05-01","cited_by_count":11,"area":"agents"},{"id":"2605.12483","title":"Beyond GRPO and On-Policy Distillation: An Empirical Sparse-to-Dense Reward Principle for Language-Model Post-Training","created":"2026-05-12","cited_by_count":11,"area":"lr"},{"id":"2606.06021","title":"OPRD: On-Policy Representation Distillation","created":"2026-06-04","cited_by_count":11,"area":"distill"},{"id":"2606.25319","title":"V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning","created":"2026-06-24","cited_by_count":11,"area":"lr"},{"id":"2608.31046","title":"Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement","created":"2026-08-31","cited_by_count":11,"area":"distill"},{"id":"2605.06094","title":"VISD: Enhancing Video Reasoning via Structured Self-Distillation","created":"2026-05-07","cited_by_count":10,"area":"lr"},{"id":"2605.08741","title":"Training with Harnesses: On-Policy Harness Self-Distillation for Complex Reasoning","created":"2026-05-09","cited_by_count":10,"area":"lr"},{"id":"2605.22263","title":"Tailoring Teaching to Aptitude: Direction-Adaptive Self-Distillation for LLM Reasoning","created":"2026-05-21","cited_by_count":10,"area":"lr"},{"id":"2606.05152","title":"Reinforcement Learning from Rich Feedback with Distributional DAgger","created":"2026-06-03","cited_by_count":10,"area":"lr"},{"id":"2606.26091","title":"On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity","created":"2026-06-24","cited_by_count":10,"area":"distill"},{"id":"2607.21556","title":"Visual Contrastive Self-Distillation","created":"2026-07-23","cited_by_count":10,"area":"distill"},{"id":"2608.01589","title":"Is More Privileged Information Better? From Solution Traces to Problem-Solving Structure in Self-Distilled Reasoning","created":"2026-08-03","cited_by_count":9,"area":"distill"},{"id":"2605.12741","title":"Learning with Rare Success but Rich Feedback via Reflection-Enhanced Self-Distillation","created":"2026-05-12","cited_by_count":8,"area":"distill"},{"id":"2605.19436","title":"CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization","created":"2026-05-19","cited_by_count":8,"area":"lr"},{"id":"2606.04036","title":"Self-Distilled Policy Gradient","created":"2026-06-02","cited_by_count":8,"area":"lr"},{"id":"2605.09725","title":"On-Policy Distillation with Best-of-N Teacher Rollout Selection","created":"2026-05-10","cited_by_count":7,"area":"lr"},{"id":"2605.15113","title":"Learning from Language Feedback via Variational Policy Distillation","created":"2026-05-14","cited_by_count":7,"area":"distill"},{"id":"2607.18955","title":"H$^2$SD: Hybrid Hindsight Self-Distillation","created":"2026-07-21","cited_by_count":7,"area":"lr"},{"id":"2605.06188","title":"OPSD Compresses What RLVR Teaches: A Post-RL Compaction Stage for Reasoning Models","created":"2026-05-07","cited_by_count":6,"area":"lr"},{"id":"2605.23493","title":"EDGE-OPD: Internalizing Privileged Context with Evidence Guided On-Policy Distillation","created":"2026-05-22","cited_by_count":6,"area":"distill"},{"id":"2606.09348","title":"PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment","created":"2026-06-08","cited_by_count":6,"area":"lr"},{"id":"2607.01480","title":"Procedural Memory Distillation: Online Reflection for Self-Improving Language Models","created":"2026-07-01","cited_by_count":6,"area":"synth"},{"id":"2607.02502","title":"DemoPSD: Disagreement-Modulated Policy Self-Distillation","created":"2026-07-02","cited_by_count":6,"area":"distill"},{"id":"2607.10805","title":"Diagnosing and Mitigating Thinking Collapse in On-Policy Self-Distillation","created":"2026-07-12","cited_by_count":5,"area":"lr"},{"id":"2609.02998","title":"Verify Before You Distill: Prompt-Level Teacher Gating for On-Policy Distillation","created":"2026-09-02","cited_by_count":5,"area":"distill"},{"id":"2609.05295","title":"RISE: Recursive Improvement via Self-Extrapolating Policy Distillation","created":"2026-09-04","cited_by_count":5,"area":"distill"},{"id":"2605.02943","title":"Healthcare AI GYM for Medical Agents","created":"2026-05-01","cited_by_count":4,"area":"distill"},{"id":"2605.21851","title":"OPPO: Bayesian Value Recursion for Token-Level Credit Assignment in LLM Reasoning","created":"2026-05-21","cited_by_count":4,"area":"lr"},{"id":"2606.30923","title":"Behavior Cloning is Not All You Need: The Optimality of On-Policy Distillation for Noisy Expert Feedback","created":"2026-06-29","cited_by_count":4,"area":"offlinerl"},{"id":"2608.09263","title":"Privileged Likelihood Is Not Automatically Value: Three Checks for Token Credit in On-Policy Self-Distillation","created":"2026-08-10","cited_by_count":4,"area":"distill"},{"id":"2608.13179","title":"Teach the Magnitude, Not the Direction: Verifier-Bounded Credit Assignment for Multi-Turn Multi-step LLM Agents","created":"2026-08-13","cited_by_count":4,"area":"agents"},{"id":"2608.31077","title":"Reconciling Process Supervision with Outcome-Based Credit in Agentic Policy Optimization","created":"2026-08-31","cited_by_count":4,"area":"agents"},{"id":"2605.02971","title":"Multilingual Safety Alignment via Self-Distillation","created":"2026-05-03","cited_by_count":3,"area":"alignment"},{"id":"2606.00172","title":"CAST: Non-Privileged Clipped Asymmetric Self-Teaching with Advantage Flipping for GRPO","created":"2026-05-29","cited_by_count":3,"area":"lr"},{"id":"2606.10385","title":"Beyond Absolute Imitation: Anchored Residual Guidance for Privileged On-Policy Distillation","created":"2026-06-09","cited_by_count":3,"area":"lr"},{"id":"2606.11627","title":"When Context Returns: Toward Robust Internalization in On-Policy Distillation","created":"2026-06-10","cited_by_count":3,"area":"distill"},{"id":"2606.18216","title":"Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients","created":"2026-06-16","cited_by_count":3,"area":"lr"},{"id":"2607.24720","title":"The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single- and Multi-Teacher On-Policy Agentic Distillation","created":"2026-07-27","cited_by_count":3,"area":"wm"},{"id":"2609.30652","title":"Recursive Self-Improvement via On-Policy Distillation for Reasoning","created":"2026-09-25","cited_by_count":3,"area":"distill"},{"id":"2605.07274","title":"Structured Role-Aware Policy Optimization for Multimodal Reasoning","created":"2026-05-08","cited_by_count":2,"area":"lr"},{"id":"2605.27765","title":"Restoring the Sweet Spot: Pass-Rate Weighted Self-Distillation for LLM Reasoning","created":"2026-05-26","cited_by_count":2,"area":"lr"},{"id":"2606.00437","title":"EST-PRM: Stress-Testing Process Reward Models Before They Become Load-Bearing","created":"2026-05-30","cited_by_count":2,"area":"lr"},{"id":"2607.06855","title":"Geometric Self-Distillation for Reasoning Generalization","created":"2026-07-07","cited_by_count":2,"area":"lr"},{"id":"2607.08940","title":"TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning","created":"2026-07-09","cited_by_count":2,"area":"lr"},{"id":"2607.27113","title":"Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection","created":"2026-07-29","cited_by_count":2,"area":"distill"},{"id":"2607.28582","title":"$\\beta$-OPSD: Deriving with Policy Optimization, Training with Self-Distillation","created":"2026-07-30","cited_by_count":2,"area":"lr"},{"id":"2608.24114","title":"AHEAD: Adaptive Hindsight with Environment-Augmented Distillation for Agentic RL","created":"2026-08-25","cited_by_count":2,"area":"agents"},{"id":"2608.27448","title":"TTPO: Test-Time Policy Optimization","created":"2026-08-27","cited_by_count":2,"area":"lr"},{"id":"2604.10029","title":"Self-Distilled Reinforcement Learning for Co-Evolving Agentic Recommender Systems","created":"2026-04-11","cited_by_count":1,"area":"agents"},{"id":"2605.17531","title":"Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification","created":"2026-05-17","cited_by_count":1,"area":null},{"id":"2606.16733","title":"A First-Principles Derivation of LLM Policy Optimization: From Expected Reward to GRPO and Its Structural Extensions","created":"2026-06-15","cited_by_count":1,"area":"lr"},{"id":"2607.28022","title":"Flux-OPD: On-Policy Distillation with Evolving Contexts","created":"2026-07-30","cited_by_count":1,"area":"distill"},{"id":"2608.13205","title":"HPSD: Hybrid-Policy Self-Distillation for Text-Image-to-Video Diffusion Models","created":"2026-08-13","cited_by_count":1,"area":"diffusion"},{"id":"2609.21561","title":"On Repulsive and Attractive Teachers: Separating Correctness from Behavior in Self-Distillation","created":"2026-09-18","cited_by_count":1,"area":"distill"},{"id":"2610.08077","title":"Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight","created":"2026-10-06","cited_by_count":1,"area":null},{"id":"2610.10447","title":"A Good Self-Teacher Meets the Student Where They Are: Joint On-Policy Learning and Teaching","created":"2026-10-07","cited_by_count":1,"area":"distill"},{"id":"2605.25381","title":"Not only where, But when: Temporal Scheduling for RLVR","created":"2026-05-25","cited_by_count":0,"area":null},{"id":"2607.05185","title":"ClassicLogic: A Knowledge-Driven Benchmark of Classic Puzzle Games for Evaluating Compositional Generalization","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.05346","title":"OptiAgent: End-to-End Optimization Modeling via Multi-Agent Iterative Refinement","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.05461","title":"AdaStop: Cost-Aware Early Stopping for DNN Test Selection","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.27888","title":"Not All Tokens Deserve Equal Credit: Counterfactual Sensitivity Credit Reallocation for Long-CoT Reasoning","created":"2026-07-30","cited_by_count":0,"area":"lr"},{"id":"2608.09789","title":"ADOPD: Reference-Privileged On-Policy Distillation for MLLM-Based Industrial Anomaly Detection","created":"2026-08-10","cited_by_count":0,"area":"distill"},{"id":"2609.06100","title":"VERPO: Verified Evidence Regularized Policy Optimization","created":"2026-09-05","cited_by_count":0,"area":"lr"},{"id":"2609.15296","title":"Reason What Matters: Retrieval-Grounded Reasoning for Universal Multimodal Embeddings","created":"2026-09-14","cited_by_count":0,"area":"lr"},{"id":"2609.28385","title":"When and Where to Trust the Teacher: Unifying On-Policy Distillation and GRPO through Entropy-Calibrated Credit Assignment","created":"2026-09-23","cited_by_count":0,"area":"lr"},{"id":"2609.29051","title":"From Self-Distillation to Self-Practice: Privileged Information for Multi-Turn Agents","created":"2026-09-24","cited_by_count":0,"area":"agents"},{"id":"2609.29626","title":"iCoder-27B: Recursive AI-Led Development of Frontier Industrial Coding Model","created":"2026-08-28","cited_by_count":0,"area":null},{"id":"2609.32674","title":"Expected Reasoning-Step Return Unifies On-Policy Learning from Rewards and Teachers","created":"2026-09-26","cited_by_count":0,"area":"lr"},{"id":"2609.32690","title":"MM-OPD: Towards One More Bottleneck Between Perception and Reasoning","created":"2026-09-26","cited_by_count":0,"area":"lr"},{"id":"2609.32722","title":"Scaling Properties of Same-Family On-Policy Distillation","created":"2026-09-26","cited_by_count":0,"area":"lr"},{"id":"2609.33200","title":"Teach Yourself Where to Look: On-Policy Attention Self-Distillation for Reasoning","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2609.33414","title":"TTRSD: Test-Time Reinforcement Learning with Self-Distillation for Vision-Language Models","created":"2026-09-27","cited_by_count":0,"area":"mllm"},{"id":"2609.33781","title":"Surprising Success, Repeated Failure: Entropy-Guided Credit Assignment for Exploration in LLM Reasoning","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2609.33791","title":"Do We Really Need KL Divergence for On-Policy Distillation of Large Language Models?","created":"2026-09-27","cited_by_count":0,"area":"distill"},{"id":"2609.34225","title":"USA: Update-aware SAM for Cross-domain On-Policy Disitllation of Language Agents","created":"2026-09-28","cited_by_count":0,"area":"agents"},{"id":"2609.34234","title":"MAS-OPD: On-Policy Distillation for Multi-agent Systems","created":"2026-09-28","cited_by_count":0,"area":"distill"},{"id":"2609.34810","title":"UniOPSD: Unifying Outcome and Hindsight Feedback for Agentic Reinforcement Learning","created":"2026-09-28","cited_by_count":0,"area":"agents"},{"id":"2609.34848","title":"Can We Trust the Teacher? Decoupled Credit Direction-Magnitude for Self-Distillation","created":"2026-09-28","cited_by_count":0,"area":"distill"}],"next_cursor":"100"}