robust markov decision process

Efficient Solution and Learning of Robust Factored MDPs AAAI 2026 Online Robust Planning Under Model Uncertainty: A Sample-Based Approach AAAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 Online MDP with Prototypes Information: A Robust Adaptive Approach AAAI 2025 Sample Complexity of Distributionally Robust Off-Dynamics Reinforcement Learning with Online Interaction ICML 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 Data-driven strategy synthesis for stochastic systems with unknown nonlinear disturbances L4DC 2024 Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity JMLR 2024 Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithms NeurIPS 2024 Efficient and Sharp Off-Policy Evaluation in Robust Markov Decision Processes NeurIPS 2024 Online Policy Optimization for Robust Markov Decision Process UAI 2024 Policy Optimization for Robust Average Reward MDPs NeurIPS 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Towards Minimax Optimality of Model-based Robust Reinforcement Learning UAI 2024 A Finite Sample Complexity Bound for Distributionally Robust Q-learning AISTATS 2023 Model-Free Robust Average-Reward Reinforcement Learning ICML 2023 Policy Gradient for Rectangular Robust Markov Decision Processes NeurIPS 2023 Policy Gradient in Robust MDPs with Global Convergence Guarantee ICML 2023 Robust Average-Reward Markov Decision Processes AAAI 2023 Policy Learning for Robust Markov Decision Process with a Mismatched Generative Model AAAI 2022 Robust φ-Divergence MDPs NeurIPS 2022 Fast Algorithms for L_∞-constrained S-rectangular Robust MDPs NeurIPS 2021 Optimizing Percentile Criterion using Robust MDPs AISTATS 2021 Partial Policy Iteration for L1-Robust Markov Decision Processes JMLR 2021 Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees ICML 2021