Reinforcement Learning

Also known as RL

Ask about this topic

Momentum

144 papers in the last four weeks, up 243% on the four weeks before. 1.4% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 1,138

All topics
CardsList

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

    Oct 10, 2025Xinyi Wang, Jinyi Han, Zishang Jiang +7Reinforcement LearningRL for Language Model Reasoning

    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

  2. The Alignment Auditor: A Bayesian Framework for Verifying and Refining LLM Objectives

    Oct 7, 2025Matthieu Bou, Nyal Patel, Arjun Jagota +2Reinforcement LearningLLM Auditing

    1Imperial College London · 2Amazon AGI

  3. Octax: Accelerated CHIP-8 Arcade Environments for Reinforcement Learning in JAX

    Oct 2, 2025Waris Radji, Thomas Michel, Hector PiteauRL BenchmarksReinforcement Learning

    Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189-CRIStAL, France · Independent Researcher

  4. Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers

    Oct 1, 2025Xin-Qiang Cai, Wei Wang, Feng Liu +3Reinforcement LearningRL for Language Model Reasoning

    RIKEN AIP, Tokyo, Japan · The University of Tokyo, Tokyo, Japan · The University of Melbourne, Melbourne, Australia

  5. Learning Robust Penetration Testing Policies under Partial Observability: A systematic evaluation

    Sep 24, 2025Raphael Simon, Pieter Libin, Wim MeesReinforcement LearningPartially Observable RL

    Cyber Defence Lab, CISS Department Royal Military Academy · AI Lab, Department of Computer Science Vrije Universiteit Brussel

  6. Frictional Q-Learning

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

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

  7. Tackling GNARLy Problems: Graph Neural Algorithmic Reasoning Reimagined through Reinforcement Learning

    Sep 23, 2025Alex Schutz, Victor-Alexandru Darvariu, Efimia Panagiotaki +2Graph Neural NetworksReinforcement Learning

    Oxford Robotics Institute, University of Oxford · Stateful Robotics

  8. ICR-RL: Deep Reinforcement Learning via In-Context Regression

    Sep 14, 2025David Schiff, Ofir Lindenbaum, Yonathan EfroniReinforcement LearningIn-Context Learning

    Bar-Ilan University, Ramat Gan, Israel · Tel Aviv University, Tel Aviv, Israel

  9. Reward function compression facilitates goal-dependent reinforcement learning

    Sep 8, 2025Gaia Molinaro, Anne G. E. CollinsReinforcement LearningGoal-Conditioned RL

    University of California, Berkeley Berkeley, CA 94704

  10. Learning Acrobatic Flight from Preferences

    Aug 26, 2025Colin Merk, Ismail Geles, Jiaxu Xing +3RL for RoboticsAerial Robotics

    Robotics and Perception Group, University of Zurich, Switzerland · Autonomous Learning and Predictive Intelligence Lab, University of Zurich, Switzerland

  11. Hybrid Sequence Modeling and Reinforced Verification for Controllable Target-Conditioned Decision Making

    Aug 22, 2025Yue Pei, Hongming Zhang, Chao Gao +7Reinforcement LearningOffline RL

    School of Artificial Intelligence, Beihang University, Beijing, China · Department of Computing Science and Amii, University of Alberta, Edmonton, Canada · Edmonton Research Center, Huawei Canada, Edmonton, Canada +2

  12. Distributionally Robust Markov Games with Average Reward

    Aug 5, 2025Zachary Roch, Yue WangNash EquilibriumMulti-Agent System Optimization

    Department of Electrical and Computer Engineering, University of Central Florida, Orlando, Florida, USA. · Department of Computer Science, University of Central Florida, Orlando, Florida, USA.

  13. CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning

    Jul 18, 2025Xiaoya Li, Albert Wang, Guoyin Wang +2Reinforcement LearningGPU Kernel Optimization

    DeepReinforce Team

  14. Illuminating the Three Dogmas of Reinforcement Learning under Evolutionary Light

    Jul 15, 2025Mani Hamidi, Terrence W. DeaconReinforcement LearningNovelty Search

    Department of Computer Science, University of Tübingen, Germany · Department of Anthropology, University of California, Berkeley, USA

  15. Policy Improvement with Style-Specific Demonstrations

    Jun 20, 2025Lingfeng Li, Yunlong Lu, Yongyi Wang +1Reinforcement LearningGame-Playing Agents

    School of Computer Science, Peking University, Beijing 100871, China

  16. Adaptive Reinforcement Learning for Unobservable Random Delays

    Jun 17, 2025John Wikman, Alexandre Proutiere, David BromanReinforcement LearningRobotic RL

    EECS and Digital Futures, KTH Royal Institute of Technology, Stockholm, Sweden.

  17. Shared Modular Recurrence in Contextual MDPs for Universal Morphology Control

    Jun 10, 2025Laurens Engwegen, Max Weltevrede, Caroline Horsch +2Robotic ControlReinforcement Learning

    Delft University of Technology Delft, The Netherlands

  18. 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

  19. Ensemble Elastic DQN: A Step Dependent Ensemble Approach for Reducing Overestimation in Deep Value-Based Reinforcement Learning

    Jun 6, 2025Adrian Ly, Richard Dazeley, Peter Vamplew +2Reinforcement LearningDeep Q-Learning

  20. MAGIK: Mapping to Analogous Goals via Imagination-enabled Knowledge Transfer

    Jun 2, 2025Ajsal Shereef Palattuparambil, Thommen George Karimpanal, Santu RanaReinforcement LearningTransfer Learning

    Applied Artificial Intelligence Initiative, Deakin University · School of IT, Deakin University

  21. Agentic Episodic Control

    Jun 2, 2025Xidong Yang, Wenhao Li, Junjie Sheng +4Agentic RLReinforcement Learning

    East China Normal University · Tongji University · Shanghai Jiao Tong University +2

  22. Normalizing Flows are Capable Models for Continuous Control

    May 29, 2025Raj Ghugare, Benjamin EysenbachNormalizing FlowsReinforcement Learning

    Department of Computer Science Princeton University

  23. Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis

    May 18, 2025Zachary Roch, George Atia, Yue WangReinforcement LearningAverage-Reward RL

    Department of Electrical and Computer Engineering, University of Central Florida, Orlando, Florida, USA. · Department of Computer Science, University of Central Florida, Orlando, Florida, USA.

  24. 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

  25. Towards More Efficient, Robust, Instance-adaptive, and Generalizable Sequential Decision making

    Apr 12, 2025Zhiyong WangMulti-Armed BanditsReinforcement Learning

    Department of Computer Science and Engineering, The Chinese University of Hong Kong

  26. A Robust Model-Based Approach for Continuous-Time Policy Evaluation with Unknown Lévy Process Dynamics

    Apr 2, 2025Qihao Ye, Xiaochuan Tian, Yuhua ZhuReinforcement LearningValue Function Estimation

  27. CONTHER: Context-Aware Reinforcement Learning for Robotic Manipulation with Sparse Rewards

    Mar 20, 2025Maria Makarova, Qian Liu, Dzmitry TsetserukouReinforcement LearningExperience Replay

    Intelligent Space Robotics Laboratory, Center for Digital Engineering, Skolkovo Institute of Science and Technology (Skoltech), 121205 Moscow, Russia · Department of Computer Science and Technology, Dalian University of Technology, China

  28. 1000 Layer Networks for Self-Supervised RL: Scaling Depth Can Enable New Goal-Reaching Capabilities

    Mar 19, 2025Kevin Wang, Ishaan Javali, Michał Bortkiewicz +2Reinforcement LearningRobotic RL

    Princeton University · Warsaw University of Technology · Warsaw University of Technology, Tooploox, IDEAS Research Institute

  29. Supervised Reward Inference

    Feb 25, 2025Will Schwarzer, Jordan Schneider, Philip S. Thomas +1Reward ModelingReinforcement Learning

    University of Massachusetts · Anthropic · Work done while at the University of Texas.

  30. Compositional Concept-Based Neuron-Level Interpretability for Deep Reinforcement Learning

    Feb 2, 2025Zeyu Jiang, Hai Huang, Xingquan ZuoReinforcement LearningConcept-Based Explanations

    School of Computer Science, Beijing University of Posts and Telecommunications, Beijing 100876, China