{"total":148,"rows":[{"id":"2601.20802","title":"Reinforcement Learning via Self-Distillation","created":"2026-01-28","cited_by_count":332,"area":"lr"},{"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":"2602.12125","title":"Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation","created":"2026-02-12","cited_by_count":184,"area":"lr"},{"id":"2603.24472","title":"Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?","created":"2026-03-25","cited_by_count":103,"area":"lr"},{"id":"2604.02288","title":"Unifying Group-Relative and Self-Distillation Policy Optimization via Sample Routing","created":"2026-04-02","cited_by_count":76,"area":"lr"},{"id":"2603.05433","title":"CRISP: Compressed Reasoning via Iterative Self-Policy Distillation","created":"2026-03-05","cited_by_count":58,"area":"lr"},{"id":"2604.24005","title":"TCOD: Exploring Temporal Curriculum in On-Policy Distillation for Multi-turn Autonomous Agents","created":"2026-04-27","cited_by_count":47,"area":"lr"},{"id":"2606.11709","title":"RLCSD: Reinforcement Learning with Contrastive On-Policy Self-Distillation","created":"2026-06-10","cited_by_count":45,"area":"lr"},{"id":"2604.10688","title":"SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting","created":"2026-04-12","cited_by_count":43,"area":"lr"},{"id":"2603.23871","title":"HDPO: Hybrid Distillation Policy Optimization via Privileged Self-Distillation","created":"2026-03-25","cited_by_count":42,"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":"2604.13010","title":"Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation","created":"2026-04-14","cited_by_count":33,"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":"2607.02234","title":"Purified OPSD: On-Policy Self-Distillation Without Losing How to Think","created":"2026-07-02","cited_by_count":31,"area":"lr"},{"id":"2606.22600","title":"On the Position Bias of On-Policy Distillation","created":"2026-06-21","cited_by_count":26,"area":"lr"},{"id":"2605.10889","title":"Unmasking On-Policy Distillation: Where It Helps, Where It Hurts, and Why","created":"2026-05-11","cited_by_count":25,"area":"lr"},{"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":"2605.28014","title":"ROSD: Reflective On-Policy Self-Distillation for Language Model Reasoning across Domains","created":"2026-05-27","cited_by_count":17,"area":"lr"},{"id":"2608.06296","title":"On-Policy Self-Distillation without Any Supervision","created":"2026-08-06","cited_by_count":17,"area":"lr"},{"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":"2606.18974","title":"Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning","created":"2026-06-17","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":"2605.11458","title":"Adaptive Teacher Exposure for Self-Distillation in LLM Reasoning","created":"2026-05-12","cited_by_count":14,"area":"lr"},{"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":"2602.03955","title":"AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent","created":"2026-02-03","cited_by_count":13,"area":"lr"},{"id":"2605.13230","title":"Teacher-Guided Policy Optimization for On-Policy Reasoning Distillation under Large Policy Divergence","created":"2026-05-13","cited_by_count":13,"area":"lr"},{"id":"2606.00305","title":"Bridging Reasoning Trajectories in On-Policy Distillation via Near-Future Guidance","created":"2026-05-29","cited_by_count":13,"area":"lr"},{"id":"2606.19327","title":"Rethinking Reward Supervision: Rubric-Conditioned Self-Distillation","created":"2026-06-17","cited_by_count":13,"area":"lr"},{"id":"2607.04037","title":"Reward-Gated On-Policy Distillation","created":"2026-07-04","cited_by_count":13,"area":"lr"},{"id":"2604.00698","title":"Learning to Hint for Reinforcement Learning","created":"2026-04-01","cited_by_count":12,"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":"2605.15239","title":"Reducing the Safety Tax in LLM Safety Alignment with On-Policy Self-Distillation","created":"2026-05-14","cited_by_count":11,"area":"lr"},{"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":"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":"2605.09548","title":"Crosslingual On-Policy Self-Distillation for Multilingual Reasoning","created":"2026-05-10","cited_by_count":10,"area":"lr"},{"id":"2605.17497","title":"Self-Supervised On-Policy Distillation for Reasoning Language Models","created":"2026-05-17","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":"2605.22511","title":"Search-E1: Self-Distillation Drives Self-Evolution in Search-Augmented Reasoning","created":"2026-05-21","cited_by_count":9,"area":"lr"},{"id":"2604.26573","title":"PAINT: Partial-Solution Adaptive Interpolated Training for Self-Distilled Reasoners","created":"2026-04-29","cited_by_count":8,"area":"lr"},{"id":"2605.19436","title":"CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization","created":"2026-05-19","cited_by_count":8,"area":"lr"},{"id":"2606.01039","title":"OPD+: Rethinking the Advantage Design for On-Policy Distillation","created":"2026-05-31","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":"2608.05131","title":"OPD-V: Visual On-Policy Self-Distillation with Modality Balance","created":"2026-08-05","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":"2606.01476","title":"OmniOPD: Logit-Free On-Policy Distillation via Speculative Verification","created":"2026-05-31","cited_by_count":7,"area":"lr"},{"id":"2607.18955","title":"H$^2$SD: Hybrid Hindsight Self-Distillation","created":"2026-07-21","cited_by_count":7,"area":"lr"},{"id":"2607.19313","title":"Off-Context GRPO: Learning to Reason on Hard Problems using Privileged Information","created":"2026-07-21","cited_by_count":7,"area":"lr"},{"id":"2605.11651","title":"Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation","created":"2026-05-12","cited_by_count":6,"area":"lr"},{"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":"2608.03972","title":"ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning","created":"2026-08-04","cited_by_count":6,"area":"lr"},{"id":"2608.08726","title":"PAST: Privileged Adaptation from Complete Student Trajectories for On-Policy Self-Distillation","created":"2026-08-09","cited_by_count":6,"area":"lr"},{"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":"2607.13643","title":"Consensus as Privileged Context for Label-Free Self-Distillation","created":"2026-07-15","cited_by_count":5,"area":"lr"},{"id":"2607.28449","title":"Lightning OPD 2.0: Mitigating Style Bias in Cross-Teacher On-Policy Distillation for Large Reasoning Models","created":"2026-07-30","cited_by_count":5,"area":"lr"},{"id":"2602.13407","title":"On-Policy Supervised Fine-Tuning for Efficient Reasoning","created":"2026-02-13","cited_by_count":4,"area":"lr"},{"id":"2604.05164","title":"Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning in Agents","created":"2026-04-06","cited_by_count":4,"area":"lr"},{"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":"2606.04703","title":"Rethinking Continual Experience Internalization for Self-Evolving LLM Agents","created":"2026-06-03","cited_by_count":4,"area":"lr"},{"id":"2606.18844","title":"Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation","created":"2026-06-17","cited_by_count":4,"area":"lr"},{"id":"2606.19120","title":"Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation","created":"2026-06-17","cited_by_count":4,"area":"lr"},{"id":"2602.02136","title":"Mitigating Safety Tax via Distribution-Grounded Refinement in Large Reasoning Models","created":"2026-02-02","cited_by_count":3,"area":"lr"},{"id":"2603.01683","title":"Surgical Post-Training: Proximal On-Policy Distillation for Reasoning with Knowledge Retention","created":"2026-03-02","cited_by_count":3,"area":"lr"},{"id":"2603.10359","title":"HEAL: Hindsight Entropy-Assisted Learning for Reasoning Distillation","created":"2026-03-11","cited_by_count":3,"area":"lr"},{"id":"2603.18859","title":"RewardFlow: Topology-Aware Reward Propagation on State Graphs for Agentic RL with Large Language Models","created":"2026-03-19","cited_by_count":3,"area":"lr"},{"id":"2604.10500","title":"Visual Enhanced Depth Scaling for Multimodal Latent Reasoning","created":"2026-04-12","cited_by_count":3,"area":"lr"},{"id":"2605.12227","title":"A Recipe for Long-Context Reasoning in Large Language Models via On-Policy Optimization and Distillation","created":"2026-05-12","cited_by_count":3,"area":"lr"},{"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":"2604.23333","title":"Process Supervision of Confidence Margin for Calibrated LLM Reasoning","created":"2026-04-25","cited_by_count":2,"area":"lr"},{"id":"2605.08776","title":"Reasoning Compression with Mixed-Policy Distillation","created":"2026-05-09","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":"2605.28600","title":"Transformers Provably Learn to Internalize Chain-of-Thought","created":"2026-05-27","cited_by_count":2,"area":"lr"},{"id":"2605.30290","title":"Self-Trained Verification for Training- and Test-Time Self-Improvement","created":"2026-05-28","cited_by_count":2,"area":"lr"},{"id":"2606.09396","title":"PriFT: Prior-Support Guided Supervised Fine-Tuning","created":"2026-06-08","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":"2607.15736","title":"Better Starts, Better Ends: Bootstrapped Iterative Self-Reasoning Distillation for Compressed Reasoning","created":"2026-07-17","cited_by_count":2,"area":"lr"},{"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":"2608.12957","title":"I-SDPO: Instance-Level Adaptive Self-Distillation Policy Optimization","created":"2026-08-13","cited_by_count":2,"area":"lr"},{"id":"2608.27448","title":"TTPO: Test-Time Policy Optimization","created":"2026-08-27","cited_by_count":2,"area":"lr"},{"id":"2609.11699","title":"Negative Self-Distillation: Learning to Reason by Avoiding Flaws","created":"2026-09-10","cited_by_count":2,"area":"lr"},{"id":"2602.06291","title":"Judging What We Cannot Solve: A Consequence-Based Approach for Oracle-Free Evaluation of Research-Level Math","created":"2026-02-06","cited_by_count":1,"area":"lr"},{"id":"2604.23318","title":"Hidden States Know Where Reasoning Diverges: Credit Assignment via Span-Level Wasserstein Distance","created":"2026-04-25","cited_by_count":1,"area":"lr"},{"id":"2605.05566","title":"Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration","created":"2026-05-07","cited_by_count":1,"area":"lr"},{"id":"2605.06650","title":"Beyond Negative Rollouts: Positive-Only Policy Optimization with Implicit Negative Gradients","created":"2026-05-07","cited_by_count":1,"area":"lr"},{"id":"2605.07315","title":"LaTER: Efficient Test-Time Reasoning via Latent Exploration and Explicit Verification","created":"2026-05-08","cited_by_count":1,"area":"lr"},{"id":"2605.11505","title":"Selective Off-Policy Reference Tuning with Plan Guidance","created":"2026-05-12","cited_by_count":1,"area":"lr"},{"id":"2606.07000","title":"Teaching the Way, Not the Answer: Privileged Tutoring Distillation for Multimodal Policy Optimization","created":"2026-06-05","cited_by_count":1,"area":"lr"},{"id":"2606.08850","title":"Intrinsic Selection and Particle Resampling for Inference-Time Scaling Beyond Domain Verifiability","created":"2026-06-07","cited_by_count":1,"area":"lr"},{"id":"2606.13680","title":"Learning to Reason by Analogy via Retrieval-Augmented Reinforcement Fine-Tuning","created":"2026-06-11","cited_by_count":1,"area":"lr"},{"id":"2607.21453","title":"Test-Time Scaling via Error Localization","created":"2026-07-23","cited_by_count":1,"area":"lr"},{"id":"2607.21552","title":"MIRROR: Learning from the Other View for Multi-Modal Reasoning","created":"2026-07-23","cited_by_count":1,"area":"lr"},{"id":"2609.02817","title":"Cliff: Learning Process Rewards from the First Mistake","created":"2026-09-02","cited_by_count":1,"area":"lr"},{"id":"2609.37915","title":"Overcoming Scaling Limits in On-Policy Self-Distillation for LLM Reasoning","created":"2026-09-29","cited_by_count":1,"area":"lr"},{"id":"2610.01352","title":"MMVistaReason: Toward Open-Data and Post-Training Recipes for Multimodal Reasoning","created":"2026-10-01","cited_by_count":1,"area":"lr"},{"id":"2605.08401","title":"AIPO: Learning to Reason from Active Interaction","created":"2026-05-08","cited_by_count":0,"area":"lr"},{"id":"2606.18624","title":"PragReST: Self-Reinforcing Counterfactual Reasoning for Pragmatic Language Understanding","created":"2026-06-17","cited_by_count":0,"area":"lr"}],"next_cursor":"100"}