markov decision process

Computationally Efficient RL under Linear Bellman Completeness for Deterministic Dynamics ICLR 2025 Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025 Counterfactual Strategies for Markov Decision Processes IJCAI 2025 DartControl: A Diffusion-Based Autoregressive Motion Model for Real-Time Text-Driven Motion Control ICLR 2025 DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025 Do LLMs Play Dice? Exploring Probability Distribution Sampling in Large Language Models for Behavioral Simulation COLING 2025 Efficient Dynamic Ensembling for Multiple LLM Experts IJCAI 2025 Fair Resource Allocation in Weakly Coupled Markov Decision Processes AISTATS 2025 Finite-Time Analysis of Heterogeneous Federated Temporal Difference Learning IJCAI 2025 Formally Verified Approximate Policy Iteration AAAI 2025 Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025 From Large Language Models to Large Action Models: Reasoning and Planning with Physical World Knowledge AAAI 2025 Gap-Dependent Bounds for Q-Learning using Reference-Advantage Decomposition ICLR 2025 Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization ICML 2025 Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation AAAI 2025 Harnessing Causality in Reinforcement Learning with Bagged Decision Times AISTATS 2025 Infinite-Horizon Reinforcement Learning with Multinomial Logit Function Approximation AISTATS 2025 Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025 Learning Infinite-Horizon Average-Reward Linear Mixture MDPs of Bounded Span AISTATS 2025 Learning in Herding Mean Field Games: Single-Loop Algorithm with Finite-Time Convergence Analysis AISTATS 2025 Linear Equations with Min and Max Operators: Computational Complexity AAAI 2025 LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025 Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning AAAI 2025 Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL JMLR 2025 MDP3: A Training-free Approach for List-wise Frame Selection in Video-LLMs ICCV 2025