| Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings | May 13, 2021 | Offline RL | —Unverified | 0 |
| Interpretable performance analysis towards offline reinforcement learning: A dataset perspective | May 12, 2021 | Offline RLQ-Learning | —Unverified | 0 |
| InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem | May 2, 2021 | Atari GamesOffline RL | —Unverified | 0 |
| Online and Offline Reinforcement Learning by Planning with a Learned Model | Apr 13, 2021 | Atari GamesContinuous Control | CodeCode Available | 1 |
| Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism | Mar 22, 2021 | Imitation LearningMulti-Armed Bandits | —Unverified | 0 |
| Regularized Behavior Value Estimation | Mar 17, 2021 | Offline RL | —Unverified | 0 |
| Offline Reinforcement Learning with Fisher Divergence Critic Regularization | Mar 14, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Sample Complexity of Offline Reinforcement Learning with Deep ReLU Networks | Mar 11, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning | Mar 10, 2021 | Autonomous DrivingD4RL | —Unverified | 0 |
| Instabilities of Offline RL with Pre-Trained Neural Representation | Mar 8, 2021 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
