Offline RL

Constrained Offline Policy Optimization ICML 2022 Constraints Penalized Q-learning for Safe Offline Reinforcement Learning AAAI 2022 Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022 COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks ICLR 2022 COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation ICLR 2022 Corruption-robust Offline Reinforcement Learning AISTATS 2022 CrowdPlay: Crowdsourcing Human Demonstrations for Offline Learning ICLR 2022 d3rlpy: An Offline Deep Reinforcement Learning Library JMLR 2022 DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning ICLR 2022 DASCO: Dual-Generator Adversarial Support Constrained Offline Reinforcement Learning NeurIPS 2022 Data-Driven Offline Decision-Making via Invariant Representation Learning NeurIPS 2022 Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data NeurIPS 2022 DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning AAAI 2022 DemoDICE: Offline Imitation Learning with Supplementary Imperfect Demonstrations ICLR 2022 Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations ICML 2022 Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NeurIPS 2022 Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning ICML 2022 DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization ICLR 2022 Efficient and Stable Off-policy Training via Behavior-aware Evolutionary Learning CoRL 2022 Enhanced Meta Reinforcement Learning via Demonstrations in Sparse Reward Environments NeurIPS 2022 Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping NeurIPS 2022 Few-Shot Preference Learning for Human-in-the-Loop RL CoRL 2022 Generalization with Lossy Affordances: Leveraging Broad Offline Data for Learning Visuomotor Tasks CoRL 2022 Generalized Decision Transformer for Offline Hindsight Information Matching ICLR 2022 Global Optimality and Finite Sample Analysis of Softmax Off-Policy Actor Critic under State Distribution Mismatch JMLR 2022