| Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning | Jan 31, 2022 | DiversityOffline RL | CodeCode Available | 1 |
| Can Wikipedia Help Offline Reinforcement Learning? | Jan 28, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| RvS: What is Essential for Offline RL via Supervised Learning? | Dec 20, 2021 | Offline RL | CodeCode Available | 1 |
| Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks | Dec 6, 2021 | AllMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification | Nov 22, 2021 | Continuous ControlMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| A Dataset Perspective on Offline Reinforcement Learning | Nov 8, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| RLDS: an Ecosystem to Generate, Share and Use Datasets in Reinforcement Learning | Nov 4, 2021 | Decision MakingImitation Learning | CodeCode Available | 1 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| False Correlation Reduction for Offline Reinforcement Learning | Oct 24, 2021 | D4RLDecision Making | CodeCode Available | 1 |
| Offline Reinforcement Learning with Value-based Episodic Memory | Oct 19, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| Safe Driving via Expert Guided Policy Optimization | Oct 13, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Offline Reinforcement Learning with Implicit Q-Learning | Oct 12, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning | Oct 12, 2021 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes | Oct 12, 2021 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Planning from Pixels in Environments with Combinatorially Hard Search Spaces | Oct 12, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble | Oct 4, 2021 | Adroid door-clonedAdroid door-human | CodeCode Available | 1 |
| Offline Reinforcement Learning with Reverse Model-based Imagination | Oct 1, 2021 | Data Augmentationmodel | CodeCode Available | 1 |
| Offline Reinforcement Learning with In-sample Q-Learning | Sep 29, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| A Workflow for Offline Model-Free Robotic Reinforcement Learning | Sep 22, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | CodeCode Available | 1 |
| Conservative Offline Distributional Reinforcement Learning | Jul 12, 2021 | D4RLDistributional Reinforcement Learning | CodeCode Available | 1 |
| Offline Meta-Reinforcement Learning with Online Self-Supervision | Jul 8, 2021 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Offline-to-Online Reinforcement Learning via Balanced Replay and Pessimistic Q-Ensemble | Jul 1, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| OptiDICE: Offline Policy Optimization via Stationary Distribution Correction Estimation | Jun 21, 2021 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Offline RL Without Off-Policy Evaluation | Jun 16, 2021 | D4RLOffline RL | CodeCode Available | 1 |
