Policy Learning

Ask about this topic

Momentum

79 papers in the last four weeks, up 316% on the four weeks before. 0.8% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 416

All topics
CardsList

  1. QUATRO: Query-Adaptive Trust Region Policy Optimization for LLM Fine-tuning

    Feb 4, 2026Doyeon Lee, Eunyi Lyou, Hyunsoo Cho +3RL for Language Model ReasoningPolicy Optimization

    Seoul National University · Department of Artificial Intelligence / Institute for Multiscale Matter and Systems, Ewha Woman University · Geogia Institute of Technology

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

    Jan 26, 2026Yibo Li, Zijie Lin, Ailin Deng +5Continual Learning for LLM AgentsReinforcement Learning

    National University of Singapore, Singapore.

  3. R2^2PO: Decoupling Rollout and Inference Policies for LLM Reasoning

    Jan 17, 2026Jingchu Wang, Bingbing Xu, Yige Yuan +4RL for Language Model ReasoningPolicy Optimization

    State Key Laboratory of AI Safety, Institute of Computing Technology, CAS · University of Chinese Academy of Sciences · National University of Singapore

  4. Soft Fitted Q-Iteration without Bellman Completeness: Occupancy Reweighting and Temperature Annealing

    Dec 30, 2025Lars van der Laan, Nathan KallusReinforcement LearningKL-Regularized RL

    Department of Statistics, University of Washington · Netflix · Cornell University

  5. SB-TRPO: Towards Safe Reinforcement Learning with Hard Constraints

    Dec 29, 2025Dominik Wagner, Ankit Kanwar, Luke OngSafety-Critical ControlPolicy Optimization

    NTU Singapore · Sony Corporation

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

    Dec 28, 2025Yingru Li, Jiacai Liu, Jiawei Xu +4RL for Language ModelsReinforcement Learning

    Fudan University · The Chinese University of Hong Kong, Shenzhen

  7. Auto-exploration for online reinforcement learning

    Dec 6, 2025Caleb Ju, Guanghui LanPolicy OptimizationRL Exploration

  8. Diffusion-Augmented Markov Decision Processes for Maximum Entropy Reinforcement Learning

    Dec 1, 2025Sebastian Sanokowski, Kaustubh Patil, Majid KhadivRL ControlDiffusion Policy

    Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University Munich · Practical Project Student Exchange Program, Technical University Munich · MIT World Peace University

  9. Iterative GRPO: Batch-Online Policy Iteration for Multi-Turn RL via Single-Turn RLHF

    Nov 26, 2025Daniel R. Jiang, Ankur Samanta, Yukai Yang +3Reinforcement LearningPolicy Iteration

    Meta · FAIR at Meta

  10. Learning to Reason Efficiently with Discounted Reinforcement Learning

    Oct 27, 2025Alex Ayoub, Kavosh Asadi, Dale Schuurmans +2Reinforcement LearningRL for Language Model Reasoning

    Amazon, University of Alberta · Amazon · University of Alberta

  11. Why Do LLM Agents Fail in Exploring New Environments? A World-Modeling Perspective

    Oct 16, 2025Shiqi Chen, Tongyao Zhu, Zian Wang +8RL ExplorationPolicy Learning

    City University of Hong Kong · National University of Singapore · The Hong Kong Polytechnic University +5

  12. Frictional Q-Learning

    Sep 24, 2025Hyunwoo Kim, Hyo Kyung LeeReinforcement LearningQ-Learning

    Data Analysis and Healthcare System Lab, Korea University, Seoul, Korea.

  13. Efficient Q-Learning and Actor-Critic Methods for Robust Average-Reward Reinforcement Learning

    Jun 8, 2025Yang Xu, Swetha Ganesh, Vaneet AggarwalRobust Markov Decision ProcessesReinforcement Learning

    Purdue University, West Lafayette, Indiana, USA 47907

  14. Fully Offline Reinforcement Learning

    May 28, 2025Mattie Fellows, Clarisse Wibault, Uljad Berdica +3Bayesian RLOffline RL

    Foerster Lab for AI Research (FLAIR), Department of Engineering Science, University of Oxford · Machine Learning Research Group, Department of Engineering Science, University of Oxford

  15. Distributionally Robust Deep Q-Learning

    May 25, 2025Chung I Lu, Julian Sester, Aijia ZhangRobust Markov Decision ProcessesDeep Q-Learning

    National University of Singapore, Department of Mathematics, 21 Lower Kent Ridge Road, 119077.

  16. Meta-reinforcement learning with minimum attention

    May 22, 2025Shashank Gupta, Pilhwa LeeMeta-Reinforcement LearningPolicy Learning

    Department of EECS University of Michigan Ann Arbor, MI 48109 · Department of Mathematics Morgan State University Baltimore, MD 21251

  17. Adaptive Resolving Methods for Markov Decision Processes with Function Approximations

    May 17, 2025Jiashuo Jiang, Yinyu Ye, Yiming ZongMarkov Decision ProcessesReinforcement Learning

    Department of Industrial Engineering & Decision Analytics, The Hong Kong University of Science and Technology · Department of Management Science & Engineering, Stanford University

  18. Rethinking the Global Convergence of Softmax Policy Gradient with Linear Function Approximation: The Case of Multi-Armed Bandits

    May 6, 2025Max Qiushi Lin, Jincheng Mei, Matin Aghaei +6Multi-Armed BanditsPolicy Gradient

    Simon Fraser University · Google DeepMind · Google Research +1

  19. ACT-JEPA: Novel Joint-Embedding Predictive Architecture for Efficient Policy Representation Learning

    Jan 24, 2025Aleksandar Vujinovic, Aleksandar KovacevicRepresentation LearningWorld Model Learning

    Faculty of Technical Sciences, University of Novi Sad

  20. Streaming Deep Reinforcement Learning Finally Works

    Oct 18, 2024Mohamed Elsayed, Elena Sorina Lupu, Gautham Vasan +1Reinforcement LearningActor-Critic Methods

    Department of Computing Science, University of Alberta, Edmonton, Canada · Alberta Machine Intelligence Institute (Amii) · Canada CIFAR AI Chair

  21. Training on Irrelevant States Implies Data Augmentation: Generalization in Contextual MDPs

    Oct 4, 2024Max Weltevrede, Caroline Horsch, Matthijs T. J. Spaan +1Reinforcement LearningRL Exploration

    Delft University of Technology, Delft, The Netherlands

  22. Decision-Centered Abstractions via Orthogonal Estimation of Difference-of-Q Functions

    Jun 12, 2024Defu Cao, Angela ZhouValue Function EstimationState Abstraction

    University of Southern California

  23. Provably Efficient Off-Policy Adversarial Imitation Learning with Convergence Guarantees

    May 26, 2024Yilei Chen, Vittorio Giammarino, James Queeney +1Adversarial Imitation LearningImitation Learning

    Division of Systems Engineering Boston University Boston, MA 02215, USA · Department of Computer Science Purdue University West Lafayette, IN 47907, USA · Amazon Robotics North Reading, MA 01864, USA +1

  24. Policy Learning with a Language Bottleneck

    May 7, 2024Megha Srivastava, Cedric Colas, Dorsa Sadigh +1Policy LearningLLM-Guided RL

    Stanford University · Massachusetts Institute of Technology Inria

  25. Topology-Guided Modular Actor-Critic Learning for Continuous Systems under Temporal Objectives

    Apr 20, 2023Lening Li, Zhentian Qian, Jianan Xia +7RL ControlReinforcement Learning

    Ningbo University, Ningbo, China · Robotics Engineering Program, Worcester Polytechnic Institute, Worcester, MA, USA · Ningbo Zhenhai Silver-Ball Bearing Co., Ltd., Ningbo, China

  26. Policy design in experiments with unknown interference

    Nov 16, 2020Davide Viviano, Jess RudderCausal Effect EstimationPolicy Optimization

    Department of Economics, Harvard University, 1805 Cambridge St, Cambridge, MA 02138. · Department of Economics, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR 97331.