Offline Reinforcement Learning

VOCE: Variational Optimization with Conservative Estimation for Offline Safe Reinforcement Learning NeurIPS 2023 Weighted Policy Constraints for Offline Reinforcement Learning AAAI 2023 When is Agnostic Reinforcement Learning Statistically Tractable? NeurIPS 2023 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation ICLR 2022 DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning ICLR 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 Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NeurIPS 2022 LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 Large-Scale Retrieval for Reinforcement Learning NeurIPS 2022 Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NeurIPS 2022 NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning NeurIPS 2022 Offline Reinforcement Learning as Anti-exploration AAAI 2022 Offline Reinforcement Learning with Implicit Q-Learning ICLR 2022 Offline Reinforcement Learning with Value-based Episodic Memory ICLR 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 On Gap-dependent Bounds for Offline Reinforcement Learning NeurIPS 2022 On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning NeurIPS 2022 On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022 Oracle Inequalities for Model Selection in Offline Reinforcement Learning NeurIPS 2022 Pessimism for Offline Linear Contextual Bandits using ℓ_p Confidence Sets NeurIPS 2022 Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning ICLR 2022 Pessimistic Minimax Value Iteration: Provably Efficient Equilibrium Learning from Offline Datasets ICML 2022