markov decision process

MDP Geometry, Normalization and Reward Balancing Solvers AISTATS 2025 Minimax Optimal Regret Bound for Reinforcement Learning with Trajectory Feedback ICML 2025 Multiple Mean-Payoff Optimization Under Local Stability Constraints AAAI 2025 No Regret Reinforcement Learning Algorithms for Online Scheduling with Multi-Stage Tasks IJCAI 2025 Offline RL via Feature-Occupancy Gradient Ascent AISTATS 2025 Online MDP with Prototypes Information: A Robust Adaptive Approach AAAI 2025 On Shallow Planning Under Partial Observability AAAI 2025 Optimal Non-Asymptotic Rates of Value Iteration for Average-Reward Markov Decision Processes ICLR 2025 Optimising Spatial Teamwork Under Uncertainty AAAI 2025 Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization ICLR 2025 Optimizing the Battery-Swapping Problem in Urban E-Bike Systems with Reinforcement Learning IJCAI 2025 Order-Optimal Global Convergence for Actor-Critic with General Policy and Neural Critic Parametrization UAI 2025 Planning and Learning in Risk-Aware Restless Multi-Arm Bandits AISTATS 2025 Predictive Modeling of Human Developers’ Evaluative Judgment of Generated Code as a Decision Process EMNLP 2025 Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025 Probability-Raising Causality for Uncertain Parametric Markov Decision Processes with PAC Guarantees UAI 2025 Procedural Synthesis of Synthesizable Molecules ICLR 2025 Process Reward Model with Q-value Rankings ICLR 2025 Q-learning for Quantile MDPs: A Decomposition, Performance, and Convergence Analysis AISTATS 2025 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision EMNLP 2025 Rates for Offline Reinforcement Learning with Adaptively Collected Data L4DC 2025 Reinforce LLM Reasoning through Multi-Agent Reflection ICML 2025 Reinforcement Learning with Intrinsically Motivated Feedback Graph for Lost-sales Inventory Control AISTATS 2025 Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts ACL 2025 Reliable Active Apprenticeship Learning ALT 2025