offline reinforcement learning

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 A General Offline Reinforcement Learning Framework for Interactive Recommendation AAAI 2021 A Minimalist Approach to Offline Reinforcement Learning NeurIPS 2021 Augmented World Models Facilitate Zero-Shot Dynamics Generalization From a Single Offline Environment ICML 2021 A Workflow for Offline Model-Free Robotic Reinforcement Learning CoRL 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 Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes CoRL 2021 Boosting Offline Reinforcement Learning with Residual Generative Modeling IJCAI 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 Collect & Infer - a fresh look at data-efficient Reinforcement Learning CoRL 2021 COMBO: Conservative Offline Model-Based Policy Optimization NeurIPS 2021 Conservative Data Sharing for Multi-Task Offline Reinforcement Learning NeurIPS 2021 Conservative Offline Distributional Reinforcement Learning NeurIPS 2021 Continuous Doubly Constrained Batch Reinforcement Learning NeurIPS 2021 Curriculum Offline Imitating Learning NeurIPS 2021 Dealing with the Unknown: Pessimistic Offline Reinforcement Learning CoRL 2021 Decision Transformer: Reinforcement Learning via Sequence Modeling NeurIPS 2021 DeepAveragers: Offline Reinforcement Learning By Solving Derived Non-Parametric MDPs ICLR 2021