| Policy Regularization with Dataset Constraint for Offline Reinforcement Learning | Jun 11, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Offline Meta-Reinforcement Learning with Advantage Weighting | Aug 13, 2020 | Machine TranslationMeta-Learning | CodeCode Available | 1 | 5 |
| Decoupled Prioritized Resampling for Offline RL | Jun 8, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning | Feb 1, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| NeoRL-2: Near Real-World Benchmarks for Offline Reinforcement Learning with Extended Realistic Scenarios | Mar 25, 2025 | BenchmarkingOffline RL | CodeCode Available | 1 | 5 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline RL | CodeCode Available | 1 | 5 |
| Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | CodeCode Available | 1 | 5 |
| Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization | Jun 5, 2020 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning | Oct 25, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| MOPO: Model-based Offline Policy Optimization | May 27, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Neural Laplace Control for Continuous-time Delayed Systems | Feb 24, 2023 | Model Predictive ControlOffline RL | CodeCode Available | 1 | 5 |
| CROP: Conservative Reward for Model-based Offline Policy Optimization | Oct 26, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Critic Regularized Regression | Jun 26, 2020 | Offline RLregression | CodeCode Available | 1 | 5 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 | 5 |
| MOReL : Model-Based Offline Reinforcement Learning | May 12, 2020 | modelOffline RL | CodeCode Available | 1 | 5 |
| Behavior Proximal Policy Optimization | Feb 22, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Critic-Guided Decision Transformer for Offline Reinforcement Learning | Dec 21, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Direct Preference-based Policy Optimization without Reward Modeling | Jan 30, 2023 | Contrastive LearningOffline RL | CodeCode Available | 1 | 5 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 | 5 |
| DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors | Sep 26, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| cosFormer: Rethinking Softmax in Attention | Feb 17, 2022 | D4RLLanguage Modeling | CodeCode Available | 1 | 5 |