Markov Decision Process

Approximating Nash Equilibria in Finite-Horizon Multi-Adversarial Team Markov Games UAI 2026 Approximations and Learning for Continuous State and Action MDPs under Average Cost Criteria JMLR 2026 BridgeEQA: Virtual Embodied Agents for Real Bridge Inspections CVPR 2026 Efficient Q-Learning and Actor–Critic Methods for Robust Average-Reward Reinforcement Learning. UAI 2026 Global Convergence of Average Reward Constrained MDPs with Neural Critic and General Policy Parameterization UAI 2026 Joint MDPs and Reinforcement Learning in Coupled-Dynamics Environments UAI 2026 Long term sequential decision making under risk UAI 2026 Lyapunov-Based Sample Complexity Analysis for Weakly-Coupled MDPs (extended abstract) COLT 2026 Planning with Formal Reachability Guarantees in Goal-Oriented MDPs with Dead-Ends UAI 2026 Policy Optimization for Adversarial Linear Mixture MDPs with Unknown Transitions and Bandit Feedback UAI 2026 Provably Efficient Reinforcement Learning in Continuous-Time Episodic MDPs with Poisson Decision Epochs UAI 2026 Sample-Efficient Learning of Probabilistic Causes for Reachability in Markov Decision Processes with Probabilistic Guarantees UAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 BAMDP Shaping: a Unified Framework for Intrinsic Motivation and Reward Shaping ICLR 2025 Budget Allocation Exploiting Label Correlation between Instances UAI 2025 Fair Resource Allocation in Weakly Coupled Markov Decision Processes AISTATS 2025 Federated UCBVI: Communication-Efficient Federated Regret Minimization with Heterogeneous Agents AISTATS 2025 How to Find the Exact Pareto Front for Multi-Objective MDPs? ICLR 2025 Learning Infinite-Horizon Average-Reward Linear Mixture MDPs of Bounded Span AISTATS 2025 Limit-sure Reachability for Small Memory Policies in POMDPs is NP-complete UAI 2025 Lower Bound on Howard Policy Iteration for Deterministic Markov Decision Processes UAI 2025 MDP Geometry, Normalization and Reward Balancing Solvers AISTATS 2025 Multi-Cost-Bounded Reachability Analysis of POMDPs UAI 2025 On Constant Regret for Low-Rank MDPs UAI 2025 Optimal Strong Regret and Violation in Constrained MDPs via Policy Optimization ICLR 2025