Large Language Model Reinforcement Learning

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17 papers in the last four weeks, up 42% on the four weeks before. 0.2% of all new papers.

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  1. Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates

    Jan 26, 2026Yibo Li, Zijie Lin, Ailin Deng +5Large Language Model Reinforcement LearningOffline Reinforcement Learning

    National University of Singapore, Singapore.

  2. Trust Region Masking for Long-Horizon LLM Reinforcement Learning

    Dec 28, 2025Yingru Li, Jiacai Liu, Jiawei Xu +4Large Language Model Reinforcement LearningTrust Region

    Fudan University · The Chinese University of Hong Kong, Shenzhen

  3. OpenReward: Learning to Reward Long-form Agentic Tasks via Reinforcement Learning

    Oct 28, 2025Ziyou Hu, Zhengliang Shi, Minghang Zhu +5Progress Reward ModelingLarge Language Model Reinforcement Learning

    Leiden University, Leiden, Netherland · Shandong University, Qingdao, China · Tsinghua University, Beijing, China

  4. Don't Tell the Answer, Truly Guide the Reasoning During RL Rollouts

    Oct 10, 2025Xinyi Wang, Jinyi Han, Zishang Jiang +7LLM Reasoning StrategiesLarge Language Model Reinforcement Learning

    School of Data Science, Fudan University · 2Shanghai Institute of Artificial Intelligence for Education, East China Normal University · College of Computer Science and Artificial Intelligence, Fudan University +1

  5. Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization

    Oct 9, 2025Yuchen Zhu, Wei Guo, Jaemoo Choi +4Large Language Model Reinforcement LearningDiffusion Language Models

    Georgia Institute of Technology.

  6. ReST-RL: Reinforcing LLM Reasoning through Unified Self-Training and Value-Guided Search

    Aug 27, 2025Sining Zhoubian, Dan Zhang, Jie TangLLM Reasoning StrategiesLarge Language Model Reinforcement Learning

    Department of Computer Science and Technology, Tsinghua University · Work done when interned at Z.ai. · School of Electronics and Computer Scinence, Univeristy of Southampton

  7. The Bidirectional Process Reward Model

    Aug 3, 2025Lingyin Zhang, Jun Gao, Xiaoxue Ren +1Process Reward ModelLLM Reasoning Strategies

    School of Computer Science and Technology, Soochow University · Biomedical Basic Research Center of Jiangsu, Soochow University, Suzhou, Jiangsu 215123, China · School of Software Technology, Zhejiang University +1

  8. Post-Training Large Language Models via Reinforcement Learning from Self-Feedback

    Jul 29, 2025Carel van Niekerk, Renato Vukovic, Benjamin Ruppik +3Large Language Model Reinforcement LearningLLM Reasoning Strategies

    Heinrich Heine University Düsseldorf, Germany

  9. A Technical Survey of Reinforcement Learning Techniques for Large Language Models

    Jul 5, 2025Saksham Sahai Srivastava, Vaneet AggarwalLarge Language Model Reinforcement LearningOffline Reinforcement Learning

    University of Georgia, Athens, GA, USA · Purdue University, West Lafayette, IN, USA

  10. Dynamic Optimizations of LLM Ensembles with Two-Stage Reinforcement Learning Agents

    Feb 6, 2025Selim Furkan Tekin, Gaowen Liu, Ramana Rao Kompella +1Large Language Model Reinforcement LearningEnsemble

    Georgia Institute of Technology · Cisco Systems

  11. RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner

    Oct 31, 2024Fu-Chieh Chang, Yu-Ting Lee, Hui-Ying Shih +2Large Language Model Reinforcement LearningLLM Reasoning Strategies

    MediaTek Research, Taipei, Taiwan · Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · Department of Mathematical Sciences, National Chengchi University, Taipei, Taiwan +2

  12. Unleash LLMs Potential for Sequential Recommendation by Coordinating Dual Dynamic Index Mechanism

    Sep 14, 2024Jun Yin, Zhengxin Zeng, Mingzheng Li +11Multimodal Recommendation ModelSequential Recommendation

    Central South University Changsha, China · Microsoft AI Beijing, China · Microsoft Research Asia Beijing, China +1

  13. Bringing Value Models Back: Generative Critics for Value Modeling in LLM Reinforcement Learning

    Date pendingZikang Shan, Han Zhong, Liwei Wang +1Large Language Model Reinforcement LearningCritic-Free Reinforcement Learning

    Peking University · Microsoft Research Asia · Shanghai Jiao Tong University

  14. A Recipe for Long-Context Reasoning in Large Language Models via On-Policy Optimization and Distillation

    Date pendingMiguel Moura Ramos, Duarte M. Alves, André F. T. MartinsEfficient Long-Context InferenceLong-Context Reasoning

    Instituto Superior Técnico, Universidade de Lisboa · Instituto de Telecomunicações · TransPerfect +1