{"total":24,"rows":[{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2507.10532","title":"Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination","created":"2025-07-14","cited_by_count":82,"area":"lr"},{"id":"2508.00410","title":"Co-rewarding: Stable Self-supervised RL for Eliciting Reasoning in Large Language Models","created":"2025-08-01","cited_by_count":23,"area":"lr"},{"id":"2510.02172","title":"RESTRAIN: From Spurious Votes to Signals -- Self-Driven RL with Self-Penalization","created":"2025-10-02","cited_by_count":15,"area":"lr"},{"id":"2509.02401","title":"Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning","created":"2025-09-02","cited_by_count":10,"area":"lr"},{"id":"2602.12579","title":"VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction","created":"2026-02-13","cited_by_count":10,"area":"lr"},{"id":"2509.05489","title":"Self-Aligned Reward: Towards Effective and Efficient Reasoners","created":"2025-09-05","cited_by_count":7,"area":"lr"},{"id":"2512.04748","title":"Model Whisper: Steering Vectors Unlock Large Language Models' Potential in Test-time","created":"2025-12-04","cited_by_count":7,"area":"lr"},{"id":"2512.13106","title":"TraPO: A Semi-Supervised Reinforcement Learning Framework for Boosting LLM Reasoning","created":"2025-12-15","cited_by_count":7,"area":"lr"},{"id":"2510.08026","title":"PEAR: Phase Entropy Aware Reward for Efficient Reasoning","created":"2025-10-09","cited_by_count":5,"area":"lr"},{"id":"2603.21289","title":"When Models Judge Themselves: Unsupervised Self-Evolution for Multimodal Reasoning","created":"2026-03-22","cited_by_count":5,"area":"lr"},{"id":"2608.31075","title":"Scaling Large Reasoning Models beyond Human Supervision: A Path toward Superintelligence","created":"2026-08-31","cited_by_count":5,"area":"lr"},{"id":"2606.01075","title":"On the Generalization Gap in Self-Evolving Language Model Reasoning","created":"2026-05-31","cited_by_count":4,"area":"lr"},{"id":"2510.08977","title":"Breaking the Self-Confirming Loop: Diagnosing and Mitigating Systemic Reward Bias in Self-Rewarding RL","created":"2025-10-10","cited_by_count":3,"area":"lr"},{"id":"2510.12063","title":"ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization","created":"2025-10-14","cited_by_count":3,"area":"lr"},{"id":"2510.16449","title":"TrajSelector: Harnessing Latent Representations for Efficient and Effective Best-of-N in Large Reasoning Model","created":"2025-10-18","cited_by_count":3,"area":"lr"},{"id":"2606.04503","title":"Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots","created":"2026-06-03","cited_by_count":1,"area":"lr"},{"id":"2606.17803","title":"Continual Self-Improvement with Lightweight Experiential Latent Memories","created":"2026-06-16","cited_by_count":1,"area":"lr"},{"id":"2604.19295","title":"TEMPO: Scaling Test-time Training for Large Reasoning Models","created":"2026-04-21","cited_by_count":0,"area":"lr"},{"id":"2605.04065","title":"Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs","created":"2026-04-11","cited_by_count":0,"area":"lr"},{"id":"2605.17037","title":"D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning","created":"2026-05-16","cited_by_count":0,"area":"lr"},{"id":"2605.22620","title":"Two is better than one: A Collapse-free Multi-Reward RLIF Training Framework","created":"2026-05-21","cited_by_count":0,"area":"lr"},{"id":"2610.02695","title":"Test-time Calibration Learning for Large Language Model Reasoning","created":"2026-10-02","cited_by_count":0,"area":"lr"},{"id":"2610.18388","title":"ReDiS: Reasoning-Diagnosis Self-Evolution for Multimodal Reasoning in Remote Sensing","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}