Offline Reinforcement Learning

A Convex Framework for Confounding Robust Inference JMLR 2026 Policy-Based Trajectory Clustering in Offline Reinforcement Learning UAI 2026 Trajectory Data Suffices for Statistically Efficient Policy Evaluation in Fixed-Horizon Offline RL with Linear q^π-Realizability and Concentrability COLT 2026 ACTIVE: Offline Reinforcement Learning via Adaptive Imitation and In-sample V-Ensemble ICLR 2025 Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement Learning ICLR 2025 Are Expressive Models Truly Necessary for Offline RL? AAAI 2025 Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs EMNLP 2025 Collapsing Sequence-Level Data-Policy Coverage via Poisoning Attack in Offline Reinforcement Learning UAI 2025 ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization ICLR 2025 Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning AAAI 2025 Cooperative Policy Agreement: Learning Diverse Policy for Offline MARL AAAI 2025 Cross-Validated Off-Policy Evaluation AAAI 2025 Distributional Off-policy Evaluation with Bellman Residual Minimization AISTATS 2025 Dynamic Uncertainty Estimation for Offline Reinforcement Learning AAAI 2025 Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline Data ICLR 2025 Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset ICLR 2025 Improving Generalization in Offline Reinforcement Learning via Latent Distribution Representation Learning AAAI 2025 In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning AAAI 2025 Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning AAAI 2025 MGDA: Model-based Goal Data Augmentation for Offline Goal-conditioned Weighted Supervised Learning AAAI 2025 Model-based Offline Reinforcement Learning with Lower Expectile Q-Learning ICLR 2025 Model-Free Offline Reinforcement Learning with Enhanced Robustness ICLR 2025 Offline RL via Feature-Occupancy Gradient Ascent AISTATS 2025 Offline RL with Smooth OOD Generalization in Convex Hull and its Neighborhood ICLR 2025 Offline Safe Reinforcement Learning Using Trajectory Classification AAAI 2025