Offline RL

Offline Multi-Objective Optimization ICML 2024 Offline Multitask Representation Learning for Reinforcement Learning NeurIPS 2024 Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff NeurIPS 2024 Offline Policy Evaluation and Optimization Under Confounding AISTATS 2024 Offline Policy Learning via Skill-step Abstraction for Long-horizon Goal-Conditioned Tasks IJCAI 2024 Offline Primal-Dual Reinforcement Learning for Linear MDPs AISTATS 2024 Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data COLT 2024 Offline Reinforcement Learning with Behavioral Supervisor Tuning IJCAI 2024 Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression NeurIPS 2024 Offline Reward Perturbation Boosts Distributional Shift in Online RL UAI 2024 Offline RL with Observation Histories: Analyzing and Improving Sample Complexity ICLR 2024 Offline Transition Modeling via Contrastive Energy Learning ICML 2024 Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness ICML 2024 Off-Policy Selection for Initiating Human-Centric Experimental Design NeurIPS 2024 OLLIE: Imitation Learning from Offline Pretraining to Online Finetuning ICML 2024 Online Learning with Off-Policy Feedback in Adversarial MDPs IJCAI 2024 On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation NeurIPS 2024 On the Role of General Function Approximation in Offline Reinforcement Learning ICLR 2024 On the Second-Order Convergence of Biased Policy Gradient Algorithms ICML 2024 On The Statistical Complexity of Offline Decision-Making ICML 2024 On Trajectory Augmentations for Off-Policy Evaluation ICLR 2024 OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators NeurIPS 2024 Optimality Guarantees for Particle Belief Approximation of POMDPs (Abstract Reprint) IJCAI 2024 Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL NeurIPS 2024 Optimistic Model Rollouts for Pessimistic Offline Policy Optimization AAAI 2024