Robust Markov Decision Processes

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3 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Linear Programming Representations and Strongly Polynomial Algorithms for Robust Markov Decision Processes

    Oct 1, 2026Han Zhong, Yinyu YeRobust Markov Decision ProcessesMarkov Decision Processes

    Shanghai Jiao Tong University · Shanghai Jiao Tong University, SIMIS, and Stanford University

  2. Vector Bellman Theory for Multichain Robust Average-Reward Markov Decision Processes

    Sep 23, 2026Yue Wang, George AtiaRobust Markov Decision ProcessesMarkov Decision Processes

    Department of Electrical and Computer Engineering University of Central Florida

  3. Supermartingale Certificates for Parametric MDPs

    Sep 14, 2026Kaushik Mallik, \DHorj̣e ŽikelićRobust Markov Decision ProcessesMarkov Decision Processes

    IMDEA Software Institute, Madrid, Spain

  4. Solving Robust POMDPs with Omega-regular Objectives via Partially Observable Stochastic Games

    Aug 25, 2026Durgam Latha, Dion Reji, S. Akshay +2Robust Markov Decision ProcessesPartially Observable Markov Decision Processes

    Indian Institute of Technology Bombay Mumbai, India · Nanyang Technological University Singapore, Singapore

  5. Robust Average-Reward Markov Decision Processes: Minimax-Optimal Learning via Plug-in Reductions

    Aug 6, 2026Yuepeng Yang, Yuxin Chen, Yuejie ChiRobust Markov Decision ProcessesAverage-Reward RL

    *Department of Statistics and Data Science, Yale University. · †Department of Statistics and Data Science, the Wharton School, University of Pennsylvania.

  6. PAC Approximation and DIRECT Optimization for Parametric Markov Models

    Aug 3, 2026Zhiming Chi, Ying Liu, Andrea Turrini +2Robust Markov Decision ProcessesMarkov Decision Processes

    Key Laboratory of System Software (Chinese Academy of Sciences), Beijing, China · Institute of Software, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China +2

  7. Entropy Regularization Improves Policy Robustness in Continuous-Time Reinforcement Learning

    Jul 3, 2026Jialun Cao, Fernando Acero, David Šiška +1Robust Markov Decision ProcessesMaximum Entropy RL

    School of Mathematics, University of Edinburgh, United Kingdom. · J.P. Morgan AI Research, United Kingdom. · Department of Mathematics, Imperial College London, United Kingdom.

  8. Lyapunov-Based Sample Complexity Analysis for Weakly-Coupled MDPs

    Jun 12, 2026Tianhao Wu, Matthew Zurek, Weina Wang +1Multi-Armed BanditsRobust Markov Decision Processes

    Department of Industrial and Systems Engineering, University of Wisconsin-Madison · Department of Computer Sciences, University of Wisconsin-Madison · Computer Science Department, Carnegie Mellon University

  9. Policy Gradient for Continuous-Time Robust Markov Decision Processes

    Jun 3, 2026Tanya Veeravalli, David M. Bossens, Atsushi NitandaRobust Markov Decision ProcessesMarkov Decision Processes

    Centre for Frontier AI Research, Agency for Science, Technology and Research (A*STAR) · Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR) · College of Computing and Data Science, Nanyang Technological University

  10. Robust Shielding for Safe Reinforcement Learning

    May 29, 2026Edwin Hamel-De le Court, Thom Badings, Alessandro Abate +2Robust Markov Decision ProcessesFormal Verification

    Department of Computer Science, University of Manchester, United Kingdom · Faculty of Computer Science & DSME, RWTH Aachen University, Germany · Department of Computer Science, University of Oxford, United Kingdom +1

  11. Robust Parameter Learning for Uncertain MDPs

    May 2, 2026Yannik Schnitzer, Alessandro Abate, David ParkerRobust Markov Decision ProcessesParameter Estimation

    University of Oxford, Oxford, United Kingdom

  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. 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.

  14. Optimization-Based Robust Permissive Synthesis for Interval MDPs

    Date pendingKhang Vo Huynh, David Parker, Lu FengRobust Markov Decision ProcessesMarkov Decision Processes

    Department of Computer Science, University of Virginia, Charlottesville, VA, USA · Department of Computer Science, University of Oxford, Oxford, UK