Model-Free RL

RL: Reinforcement Learning

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5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. Priority-Driven Control and Communication in Decentralized Multi-Agent Systems via Reinforcement Learning

    May 11, 2026Qingyun Guo, Junyi Shi, Tomasz Piotr Kucner +1Agent Communication ProtocolsFeedback Control

    Department of Electrical Engineering and Automation, Aalto University, Espoo, Finland · Center for Artificial Intelligence, Helsinki, Finland

  2. Towards Model-Free Learning in Dynamic Population Games: An Application to Karma Economies

    May 11, 2026Matteo Cederle, Saverio Bolognani, Gian Antonio SustoNash EquilibriumGame Theory

    Department of Information Engineering University of Padova · Automatic Control Laboratory ETH Zurich

  3. Central Limit Theorem for Two-Time-Scale Approximate Distributionally Robust RL

    May 8, 2026Shengbo Wang, Zexi ZhangStochastic ApproximationDistributionally Robust RL

    Daniel J. Epstein Department of Industrial and Systems Engineering, University of Southern California

  4. Reinforcement Learning for Exponential Utility: Algorithms and Convergence in Discounted MDPs

    May 8, 2026Gugan Thoppe, L. A. Prashanth, Ankur Naskar +1Markov Decision ProcessesReinforcement Learning

    Computer Science and Automation, Indian Institute of Science, Bengaluru · Computer Science and Engineering, Indian Institute of Technology Madras, Chennai · Tata Consultancy Services Limited, Hyderabad

  5. Towards Differentially Private Reinforcement Learning with General Function Approximation

    May 7, 2026Yi He, Xingyu ZhouRegret Minimization in RLReinforcement Learning

    Wayne State University, Detroit, USA

  6. A Harmonic Mean Formulation of Average Reward Reinforcement Learning in SMDPs

    May 6, 2026Erel Shtossel, Alicia Vidler, Uri Shaham +1Non-Stationary RLReinforcement Learning

    Bar Ilan University Ramat Gan, Israel

  7. DARLING: Detection Augmented Reinforcement Learning with Non-Stationary Guarantees

    Apr 17, 2026Argyrios Gerogiannis, Yu-Han Huang, Venugopal V. VeeravalliNon-Stationary RLRegret Minimization in RL

    ECE and CSL, The Grainger College of Engineering University of Illinois at Urbana-Champaign

  8. A Model-Free Universal AI

    Feb 26, 2026Yegon Kim, Juho LeeReinforcement LearningBayesian RL

    Graduate School of AI, KAIST, Seoul, South Korea

  9. On the Role of Computation in Reinforcement Learning

    Feb 5, 2026Raj Ghugare, Michał Bortkiewicz, Alicja Ziarko +1Reinforcement LearningModel-Free RL

    Department of Computer Science, Princeton University · Warsaw University of Technology · University of Warsaw +2

  10. Model-Free Output Feedback Stabilization via Policy Gradient Methods

    Jan 27, 2026Ankang Zhang, Ming Chi, Xiaoling Wang +1Dynamical SystemsPartially Observable RL

    School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China · College of Automation, Nanjing University of Posts and Telecommunications, Nanjing 210023, China

  11. Policy Gradient with Self-Attention for Model-Free Distributed Nonlinear Multi-Agent Games

    Sep 22, 2025Eduardo Sebastián, Maitrayee Keskar, Eeman Iqbal +3Policy GradientSelf-Attention

    Department of Computer Science and Technology, University of Cambridge, UK · Department of Electrical and Computer Engineering, University of California San Diego, USA · RoPeRt group, at DIIS - I3A, Universidad de Zaragoza, Spain

  12. 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

  13. 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.

  14. Hierarchical Deep Counterfactual Regret Minimization

    May 27, 2023Jiayu Chen, Xudong Wu, Zhekai Wang +1Imperfect-Information GamesHierarchical RL

    The University of Hong Kong Hong Kong SAR · Peking University Beijing, China, 100871 · Purdue University2025 West Lafayette, IN 47907

  15. 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