offline reinforcement learning

What are the Statistical Limits of Offline RL with Linear Function Approximation? ICLR 2021 What Matters in Learning from Offline Human Demonstrations for Robot Manipulation CoRL 2021 You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL CoRL 2021 An Optimistic Perspective on Offline Reinforcement Learning ICML 2020 Batch Reinforcement Learning with Hyperparameter Gradients ICML 2020 Conservative Q-Learning for Offline Reinforcement Learning NeurIPS 2020 Critic Regularized Regression NeurIPS 2020 Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation NeurIPS 2020 Hierarchical Reinforcement Learning for Pedagogical Policy Induction (Extended Abstract) IJCAI 2020 Human-centric dialog training via offline reinforcement learning EMNLP 2020 Inferring Continuous Treatment Doses from Historical Data via Model-Based Entropy-Regularized Reinforcement Learning ACML 2020 Learning Dexterous Manipulation from Suboptimal Experts CoRL 2020 Learning to search efficiently for causally near-optimal treatments NeurIPS 2020 MOPO: Model-based Offline Policy Optimization NeurIPS 2020 MOReL: Model-Based Offline Reinforcement Learning NeurIPS 2020 Never Stop Learning: The Effectiveness of Fine-Tuning in Robotic Reinforcement Learning CoRL 2020 PLAS: Latent Action Space for Offline Reinforcement Learning CoRL 2020 RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning NeurIPS 2020 Scaling data-driven robotics with reward sketching and batch reinforcement learning RSS 2020 Offline Contextual Bandits with High Probability Fairness Guarantees NeurIPS 2019 Speech Driven Backchannel Generation Using Deep Q-Network for Enhancing Engagement in Human-Robot Interaction Interspeech 2019 Truly Batch Apprenticeship Learning with Deep Successor Features IJCAI 2019 Unobserved Is Not Equal to Non-existent: Using Gaussian Processes to Infer Immediate Rewards Across Contexts IJCAI 2019 Exponentially Weighted Imitation Learning for Batched Historical Data NeurIPS 2018 Boosted Fitted Q-Iteration ICML 2017