offline reinforcement learning

Offline Reward Perturbation Boosts Distributional Shift in Online RL UAI 2024 Offline RL with Observation Histories: Analyzing and Improving Sample Complexity ICLR 2024 Online Reinforcement Learning-Based Pedagogical Planning for Narrative-Centered Learning Environments AAAI 2024 On the Role of General Function Approximation in Offline Reinforcement Learning ICLR 2024 On Trajectory Augmentations for Off-Policy Evaluation ICLR 2024 Optimistic Model Rollouts for Pessimistic Offline Policy Optimization AAAI 2024 Parameterized Projected Bellman Operator AAAI 2024 Pessimistic Nonlinear Least-Squares Value Iteration for Offline Reinforcement Learning ICLR 2024 PISDR: Page and Item Sequential Decision for Re-ranking Based on Offline Reinforcement Learning ACML 2024 POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning CVPR 2024 Policy Rehearsing: Training Generalizable Policies for Reinforcement Learning ICLR 2024 Pre-training with Synthetic Data Helps Offline Reinforcement Learning ICLR 2024 Provable Offline Preference-Based Reinforcement Learning ICLR 2024 Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model NeurIPS 2024 Real-world fluid directed rigid body control via deep reinforcement learning L4DC 2024 Reasoning with Latent Diffusion in Offline Reinforcement Learning ICLR 2024 Recursive Introspection: Teaching Language Model Agents How to Self-Improve NeurIPS 2024 ReDiffuser: Reliable Decision-Making Using a Diffuser with Confidence Estimation ICML 2024 Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers NeurIPS 2024 Reinformer: Max-Return Sequence Modeling for Offline RL ICML 2024 Relaxed Stationary Distribution Correction Estimation for Improved Offline Policy Optimization AAAI 2024 Residual learning and context encoding for adaptive offline-to-online reinforcement learning L4DC 2024 Rethinking Optimal Transport in Offline Reinforcement Learning NeurIPS 2024 Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024 Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement Learning ICLR 2024