Offline RL

Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching ICML 2022 When are Offline Two-Player Zero-Sum Markov Games Solvable? NeurIPS 2022 When does return-conditioned supervised learning work for offline reinforcement learning? NeurIPS 2022 When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning NeurIPS 2022 Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters NeurIPS 2022 You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments NeurIPS 2022 Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills ICML 2021 Active Offline Policy Selection NeurIPS 2021 A Deep Reinforcement Learning Approach to Marginalized Importance Sampling with the Successor Representation ICML 2021 A General Offline Reinforcement Learning Framework for Interactive Recommendation AAAI 2021 A Lower Bound for the Sample Complexity of Inverse Reinforcement Learning ICML 2021 A Minimalist Approach to Offline Reinforcement Learning NeurIPS 2021 Asymptotically Exact Error Characterization of Offline Policy Evaluation with Misspecified Linear Models NeurIPS 2021 Augmented World Models Facilitate Zero-Shot Dynamics Generalization From a Single Offline Environment ICML 2021 Average-Reward Off-Policy Policy Evaluation with Function Approximation ICML 2021 A Workflow for Offline Model-Free Robotic Reinforcement Learning CoRL 2021 Batch Reinforcement Learning Through Continuation Method ICLR 2021 BCORLE(λ): An Offline Reinforcement Learning and Evaluation Framework for Coupons Allocation in E-commerce Market NeurIPS 2021 Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning NeurIPS 2021 Bellman-consistent Pessimism for Offline Reinforcement Learning NeurIPS 2021 Benchmarks for Deep Off-Policy Evaluation ICLR 2021 Boosting Offline Reinforcement Learning with Residual Generative Modeling IJCAI 2021 Bootstrapping Fitted Q-Evaluation for Off-Policy Inference ICML 2021 BRAC+: Improved Behavior Regularized Actor Critic for Offline Reinforcement Learning ACML 2021 Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism NeurIPS 2021