Offline RL

GPT-Critic: Offline Reinforcement Learning for End-to-End Task-Oriented Dialogue Systems ICLR 2022 Grounding Aleatoric Uncertainty for Unsupervised Environment Design NeurIPS 2022 How to Leverage Unlabeled Data in Offline Reinforcement Learning ICML 2022 IMO^3: Interactive Multi-Objective Off-Policy Optimization IJCAI 2022 Improved Algorithms for Misspecified Linear Markov Decision Processes AISTATS 2022 Improving Zero-Shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions NeurIPS 2022 Incrementality Bidding via Reinforcement Learning under Mixed and Delayed Rewards NeurIPS 2022 Interpretable Off-Policy Learning via Hyperbox Search ICML 2022 Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics ICML 2022 LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 Large-Scale Retrieval for Reinforcement Learning NeurIPS 2022 Latent Plans for Task-Agnostic Offline Reinforcement Learning CoRL 2022 Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022 Learning Bellman Complete Representations for Offline Policy Evaluation ICML 2022 Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping CoRL 2022 Learning Pseudometric-based Action Representations for Offline Reinforcement Learning ICML 2022 Learning Value Functions from Undirected State-only Experience ICLR 2022 Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NeurIPS 2022 LobsDICE: Offline Learning from Observation via Stationary Distribution Correction Estimation NeurIPS 2022 Local Metric Learning for Off-Policy Evaluation in Contextual Bandits with Continuous Actions NeurIPS 2022 Marginalized Operators for Off-policy Reinforcement Learning AISTATS 2022 Markovian Interference in Experiments NeurIPS 2022 Max-Min Off-Policy Actor-Critic Method Focusing on Worst-Case Robustness to Model Misspecification NeurIPS 2022 Mildly Conservative Q-Learning for Offline Reinforcement Learning NeurIPS 2022 Model-Based Offline Meta-Reinforcement Learning with Regularization ICLR 2022