| On Multi-objective Policy Optimization as a Tool for Reinforcement Learning: Case Studies in Offline RL and Finetuning | Jun 15, 2021 | Deep Reinforcement LearningMixture-of-Experts | —Unverified | 0 |
| Reinforcement Learning as One Big Sequence Modeling Problem | Jun 13, 2021 | Imitation LearningOffline RL | CodeCode Available | 1 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Corruption-Robust Offline Reinforcement Learning | Jun 11, 2021 | Adversarial RobustnessOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning as Anti-Exploration | Jun 11, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Policy Finetuning: Bridging Sample-Efficient Offline and Online Reinforcement Learning | Jun 9, 2021 | Offline RLOpen-Ended Question Answering | —Unverified | 0 |
| Offline Inverse Reinforcement Learning | Jun 9, 2021 | Data AugmentationImitation Learning | —Unverified | 0 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Online reinforcement learning with sparse rewards through an active inference capsule | Jun 4, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Offline Reinforcement Learning as One Big Sequence Modeling Problem | Jun 3, 2021 | Imitation LearningOffline RL | CodeCode Available | 1 |
| Decision Transformer: Reinforcement Learning via Sequence Modeling | Jun 2, 2021 | Atari GamesD4RL | CodeCode Available | 1 |
| Improving Long-Term Metrics in Recommendation Systems using Short-Horizon Reinforcement Learning | Jun 1, 2021 | Offline RLRecommendation Systems | —Unverified | 0 |
| Revisiting Design Choices in Offline Model Based Reinforcement Learning | May 21, 2021 | Bayesian OptimizationModel-based Reinforcement Learning | —Unverified | 0 |
| Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning | May 17, 2021 | Offline RLQ-Learning | CodeCode Available | 1 |
| Model-Based Offline Planning with Trajectory Pruning | May 16, 2021 | modelOffline RL | CodeCode Available | 0 |
| 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 |
