{"total":39,"rows":[{"id":"2605.06130","title":"Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning","created":"2026-05-07","cited_by_count":35,"area":"lr"},{"id":"2602.08499","title":"Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards","created":"2026-02-09","cited_by_count":11,"area":"lr"},{"id":"2606.15455","title":"Understanding Diversity Collapse in RLVR via the Lens of Overtraining","created":"2026-06-13","cited_by_count":10,"area":"lr"},{"id":"2606.01281","title":"RLVR without Ineffective Samples: Group Prioritized Off-Policy Optimization for LLM Reasoning","created":"2026-05-31","cited_by_count":9,"area":"lr"},{"id":"2603.21177","title":"Prompt replay: speeding up grpo with on-policy reuse of high-signal prompts","created":"2026-03-22","cited_by_count":8,"area":"lr"},{"id":"2512.19126","title":"AWPO: Enhancing Tool-Use of Large Language Models through Adaptive Integration of Reasoning Rewards","created":"2025-12-22","cited_by_count":7,"area":"lr"},{"id":"2602.03094","title":"Test-time Recursive Thinking: Self-Improvement without External Feedback","created":"2026-02-03","cited_by_count":7,"area":"lr"},{"id":"2603.03292","title":"From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG","created":"2026-02-06","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":"2605.07689","title":"Gradient Starvation in Binary-Reward GRPO: Why Group-Mean Centering Fails and Why the Simplest Fix Works","created":"2026-05-08","cited_by_count":6,"area":"lr"},{"id":"2602.08498","title":"Characterizing, Evaluating, and Optimizing Complex Reasoning","created":"2026-02-09","cited_by_count":5,"area":"lr"},{"id":"2605.05965","title":"Beyond Uniform Credit Assignment: Selective Eligibility Traces for RLVR","created":"2026-05-07","cited_by_count":5,"area":"lr"},{"id":"2510.13170","title":"Putting on the Thinking Hats: A Survey on Chain of Thought Fine-tuning from the Perspective of Human Reasoning Mechanism","created":"2025-10-15","cited_by_count":4,"area":"lr"},{"id":"2603.16157","title":"DyJR: Preserving Diversity in Reinforcement Learning with Verifiable Rewards via Dynamic Jensen-Shannon Replay","created":"2026-03-17","cited_by_count":4,"area":"lr"},{"id":"2601.20829","title":"Training Reasoning Models on Saturated Problems via Failure-Prefix Conditioning","created":"2026-01-28","cited_by_count":3,"area":"lr"},{"id":"2603.21877","title":"P^2O: Joint Policy and Prompt Optimization","created":"2026-03-23","cited_by_count":3,"area":"lr"},{"id":"2604.07269","title":"Joint Optimization of Reasoning and Dual-Memory for Self-Learning Diagnostic Agent","created":"2026-04-08","cited_by_count":3,"area":"lr"},{"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":"2602.08281","title":"New Skills or Sharper Primitives? A Probabilistic Perspective on the Emergence of Reasoning in RLVR","created":"2026-02-09","cited_by_count":2,"area":"lr"},{"id":"2604.03993","title":"Can LLMs Learn to Reason Robustly under Noisy Supervision?","created":"2026-04-05","cited_by_count":2,"area":"lr"},{"id":"2606.04560","title":"Rollout-Level Advantage-Prioritized Experience Replay for GRPO","created":"2026-06-03","cited_by_count":2,"area":"lr"},{"id":"2606.22305","title":"Learning at the Right Pace: Adaptive Data Scheduling Improves LLM Reinforcement Learning","created":"2026-06-21","cited_by_count":2,"area":"lr"},{"id":"2606.30420","title":"Experience Augmented Policy Optimization for LLM Reasoning","created":"2026-06-29","cited_by_count":2,"area":"lr"},{"id":"2608.21946","title":"EDGE: Experience-Distillation for Guided Exploration in Agentic Reinforcement Learning","created":"2026-08-22","cited_by_count":2,"area":"lr"},{"id":"2601.22478","title":"Transformation-Augmented GRPO for Enhancing Exploration in Reasoning of Large Language Models","created":"2026-01-30","cited_by_count":1,"area":"lr"},{"id":"2605.11636","title":"Seir\\^enes: Adversarial Self-Play with Evolving Distractions for LLM Reasoning","created":"2026-05-12","cited_by_count":1,"area":"lr"},{"id":"2605.27293","title":"BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning","created":"2026-05-26","cited_by_count":1,"area":"lr"},{"id":"2605.28388","title":"Mechanistically Interpreting the Role of Sample Difficulty in RLVR for LLMs","created":"2026-05-27","cited_by_count":1,"area":"lr"},{"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":"2609.03941","title":"Headroom-Drift Replay: A Primitive for Principled Replay Control in GRPO","created":"2026-09-03","cited_by_count":1,"area":"lr"},{"id":"2510.25065","title":"Rewarding Structural Conformance of Reasoning using Process Mining","created":"2025-10-29","cited_by_count":0,"area":"lr"},{"id":"2601.21244","title":"Less Noise, More Voice: Reinforcement Learning for Reasoning via Instruction Purification","created":"2026-01-29","cited_by_count":0,"area":"lr"},{"id":"2604.18530","title":"OGER: A Robust Offline-Guided Exploration Reward for Hybrid Reinforcement Learning","created":"2026-04-20","cited_by_count":0,"area":"lr"},{"id":"2605.19425","title":"When to Stop Reusing: Dynamic Gradient Gating for Sample-Efficient RLVR","created":"2026-05-19","cited_by_count":0,"area":"lr"},{"id":"2605.25437","title":"Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning","created":"2026-05-25","cited_by_count":0,"area":"lr"},{"id":"2606.28166","title":"Tandem Reinforcement Learning with Verifiable Rewards","created":"2026-06-26","cited_by_count":0,"area":"lr"},{"id":"2607.10481","title":"ARMOR: Stabilizing On-Policy LLM RL with Off-Policy Anchor Samples","created":"2026-07-11","cited_by_count":0,"area":"lr"},{"id":"2608.26147","title":"CARE: Causally-Aligned Reasoning Exploration for Medical Large Language Models","created":"2026-06-29","cited_by_count":0,"area":"lr"},{"id":"2609.29518","title":"CataOPD: Catalytic On-Policy Distillation for Large Language Model Reasoning","created":"2026-08-25","cited_by_count":0,"area":"lr"}],"next_cursor":null}