Offline RL

Discovering Generalizable Multi-agent Coordination Skills from Multi-task Offline Data ICLR 2023 Distance Weighted Supervised Learning for Offline Interaction Data ICML 2023 Distributed Offline Policy Optimization Over Batch Data AISTATS 2023 Distributionally Robust Policy Gradient for Offline Contextual Bandits AISTATS 2023 Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage NeurIPS 2023 Doubly Robust Augmented Transfer for Meta-Reinforcement Learning NeurIPS 2023 Efficient Diffusion Policies For Offline Reinforcement Learning NeurIPS 2023 Efficient Offline Policy Optimization with a Learned Model ICLR 2023 Efficient Online Reinforcement Learning with Offline Data ICML 2023 Efficient Reinforcement Learning Through Trajectory Generation L4DC 2023 Expansive Latent Planning for Sparse Reward Offline Reinforcement Learning CoRL 2023 Explaining RL Decisions with Trajectories ICLR 2023 Exponential Smoothing for Off-Policy Learning ICML 2023 Fast Offline Policy Optimization for Large Scale Recommendation AAAI 2023 Fighting Uncertainty with Gradients: Offline Reinforcement Learning via Diffusion Score Matching CoRL 2023 Finetuning Offline World Models in the Real World CoRL 2023 Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery AAAI 2023 Future-conditioned Unsupervised Pretraining for Decision Transformer ICML 2023 Future-Dependent Value-Based Off-Policy Evaluation in POMDPs NeurIPS 2023 Goal-Conditioned Predictive Coding for Offline Reinforcement Learning NeurIPS 2023 Guide to Control: Offline Hierarchical Reinforcement Learning Using Subgoal Generation for Long-Horizon and Sparse-Reward Tasks IJCAI 2023 Harnessing Mixed Offline Reinforcement Learning Datasets via Trajectory Weighting ICLR 2023 Hierarchical Diffusion for Offline Decision Making ICML 2023 Hindsight Learning for MDPs with Exogenous Inputs ICML 2023 HIQL: Offline Goal-Conditioned RL with Latent States as Actions NeurIPS 2023