markov decision process

Policy Optimization for Adversarial Linear Mixture MDPs with Unknown Transitions and Bandit Feedback UAI 2026 Policy Zooming: Adaptive Discretization-based Infinite-Horizon Average-Reward Reinforcement Learning AAAI 2026 Provably Efficient Reinforcement Learning in Continuous-Time Episodic MDPs with Poisson Decision Epochs UAI 2026 Qualitative Analysis of ω-Regular Objectives on Robust MDPs AAAI 2026 Refining Few-Step Text-to-Multiview Diffusion via Reinforcement Learning CVPR 2026 Robust Transfer Learning With Side Information UAI 2026 Sample-Efficient Learning of Probabilistic Causes for Reachability in Markov Decision Processes with Probabilistic Guarantees UAI 2026 Tight Sample Complexity Bounds for Entropic Best Policy Identification COLT 2026 Top-Down Semantic Refinement for Image Captioning AAAI 2026 Tutor-Student Reinforcement Learning: A Dynamic Curriculum for Robust Deepfake Detection CVPR 2026 Write Where It Matters: Policy-Guided Watermarks for 3D Gaussian Splatting CVPR 2026 Accelerating Quantum Reinforcement Learning with a Quantum Natural Policy Gradient Based Approach ICML 2025 Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes ICLR 2025 Adaptive Human-Robot Collaboration using Type-Based IRL UAI 2025 Agent-based Modeling for Policy-Making in Inequity Contexts IJCAI 2025 Agent-based Modeling Meets the Capability Approach for Human Development: Simulating Homelessness Policy-making IJCAI 2025 AoI-MDP: An AoI Optimized Markov Decision Process Dedicated in the Underwater Task (Student Abstract) AAAI 2025 Approximate Bilevel Difference Convex Programming for Bayesian Risk Markov Decision Processes AAAI 2025 Approximate Global Convergence of Independent Learning in Multi-Agent Systems AISTATS 2025 A Primal-dual Perspective for Distributed TD-learning IJCAI 2025 Augmenting Online RL with Offline Data is All You Need: A Unified Hybrid RL Algorithm Design and Analysis UAI 2025 A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs JMLR 2025 Budget Allocation Exploiting Label Correlation between Instances UAI 2025 Categorical Semantics of Compositional Reinforcement Learning JMLR 2025 Circuit Transformer: A Transformer That Preserves Logical Equivalence ICLR 2025