Offline RL

Improved Offline Contextual Bandits with Second-Order Bounds: Betting and Freezing COLT 2025 Improved Off-policy Reinforcement Learning in Biological Sequence Design ICML 2025 Improving Generalization in Offline Reinforcement Learning via Latent Distribution Representation Learning AAAI 2025 Improving Reward Model Generalization from Adversarial Process Enhanced Preferences ICML 2025 In-Context Reinforcement Learning From Suboptimal Historical Data ICML 2025 In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning AAAI 2025 Latent Safety-Constrained Policy Approach for Safe Offline Reinforcement Learning ICLR 2025 Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation ICLR 2025 Learning on One Mode: Addressing Multi-modality in Offline Reinforcement Learning ICLR 2025 Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL ICML 2025 Leveraging Offline Data in Linear Latent Contextual Bandits ICML 2025 Leveraging Skills from Unlabeled Prior Data for Efficient Online Exploration ICML 2025 Leveraging Sub-Optimal Data for Human-in-the-Loop Reinforcement Learning ICLR 2025 LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models ICML 2025 Local Manifold Approximation and Projection for Manifold-Aware Diffusion Planning ICML 2025 Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning ICML 2025 LongReward: Improving Long-context Large Language Models with AI Feedback ACL 2025 Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning AAAI 2025 Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer ICML 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 MODULI: Unlocking Preference Generalization via Diffusion Models for Offline Multi-Objective Reinforcement Learning ICML 2025 Multi-level Certified Defense Against Poisoning Attacks in Offline Reinforcement Learning ICLR 2025 Neural Stochastic Differential Equations for Uncertainty-Aware Offline RL ICLR 2025 Offline Hierarchical Reinforcement Learning via Inverse Optimization ICLR 2025