Offline RL

Robust Reinforcement Learning using Offline Data NeurIPS 2022 Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning ICML 2022 RORL: Robust Offline Reinforcement Learning via Conservative Smoothing NeurIPS 2022 RvS: What is Essential for Offline RL via Supervised Learning? ICLR 2022 S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning NeurIPS 2022 Safe Optimal Design with Applications in Off-Policy Learning AISTATS 2022 Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022 Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022 Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems NAACL 2022 Should I Run Offline Reinforcement Learning or Behavioral Cloning? ICLR 2022 Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022 Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning NeurIPS 2022 Stabilizing Off-Policy Deep Reinforcement Learning from Pixels ICML 2022 State Deviation Correction for Offline Reinforcement Learning AAAI 2022 Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022 Stochastic Zeroth-Order Optimization under Nonstationarity and Nonconvexity JMLR 2022 Supervised Off-Policy Ranking ICML 2022 Supported Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 Sustainable Online Reinforcement Learning for Auto-bidding NeurIPS 2022 Text-Based Interactive Recommendation via Offline Reinforcement Learning AAAI 2022 The Curse of Passive Data Collection in Batch Reinforcement Learning AISTATS 2022 Towards Off-Policy Learning for Ranking Policies with Logged Feedback AAAI 2022 Towards Robust Off-Policy Learning for Runtime Uncertainty AAAI 2022 Truncated Emphatic Temporal Difference Methods for Prediction and Control JMLR 2022 Uncertainty Estimation Using Riemannian Model Dynamics for Offline Reinforcement Learning NeurIPS 2022