offline reinforcement learning

Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization ICLR 2021 EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL ICML 2021 Fast Rates for the Regret of Offline Reinforcement Learning COLT 2021 Finite-Sample Regret Bound for Distributionally Robust Offline Tabular Reinforcement Learning AISTATS 2021 Implicit Behavioral Cloning CoRL 2021 Instabilities of Offline RL with Pre-Trained Neural Representation ICML 2021 Is Pessimism Provably Efficient for Offline RL? ICML 2021 Learning Language-Conditioned Robot Behavior from Offline Data and Crowd-Sourced Annotation CoRL 2021 Mitigating Covariate Shift in Imitation Learning via Offline Data With Partial Coverage NeurIPS 2021 Model-Based Offline Planning ICLR 2021 Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs NeurIPS 2021 Nearly Horizon-Free Offline Reinforcement Learning NeurIPS 2021 Near-Optimal Offline Reinforcement Learning via Double Variance Reduction NeurIPS 2021 Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning AISTATS 2021 Near Optimal Reward-Free Reinforcement Learning ICML 2021 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NeurIPS 2021 Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies NeurIPS 2021 Offline Meta-Reinforcement Learning with Advantage Weighting ICML 2021 Offline Model-based Adaptable Policy Learning NeurIPS 2021 Offline Reinforcement Learning as One Big Sequence Modeling Problem NeurIPS 2021 Offline Reinforcement Learning from Human Feedback in Real-World Sequence-to-Sequence Tasks ACL 2021 Offline Reinforcement Learning from Images with Latent Space Models L4DC 2021 Offline Reinforcement Learning with Fisher Divergence Critic Regularization ICML 2021 Offline Reinforcement Learning with Pseudometric Learning ICML 2021 Offline Reinforcement Learning with Reverse Model-based Imagination NeurIPS 2021