| Are Expressive Models Truly Necessary for Offline RL? | Dec 15, 2024 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation | Apr 19, 2022 | Offline RLOff-policy evaluation | CodeCode Available | 1 | 5 |
| Diffusion Policies creating a Trust Region for Offline Reinforcement Learning | May 30, 2024 | D4RLDenoising | CodeCode Available | 1 | 5 |
| BAFFLE: Hiding Backdoors in Offline Reinforcement Learning Datasets | Oct 7, 2022 | Autonomous DrivingBackdoor Attack | CodeCode Available | 1 | 5 |
| MoCoDA: Model-based Counterfactual Data Augmentation | Oct 20, 2022 | counterfactualData Augmentation | CodeCode Available | 1 | 5 |
| Improving and Benchmarking Offline Reinforcement Learning Algorithms | Jun 1, 2023 | AttributeBenchmarking | CodeCode Available | 1 | 5 |
| PDiT: Interleaving Perception and Decision-making Transformers for Deep Reinforcement Learning | Dec 26, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning | Jul 1, 2023 | D4RLmodel | CodeCode Available | 1 | 5 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 | 5 |
| When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning | May 23, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning | Mar 9, 2023 | Offline RLQ-Learning | CodeCode Available | 1 | 5 |
| PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer | Jun 10, 2024 | continuous-controlContinuous Control | 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 |
| DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors | Sep 26, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| MOPO: Model-based Offline Policy Optimization | May 27, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Q-value Regularized Transformer for Offline Reinforcement Learning | May 27, 2024 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Neural Laplace Control for Continuous-time Delayed Systems | Feb 24, 2023 | Model Predictive ControlOffline RL | CodeCode Available | 1 | 5 |
| Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning | Jan 31, 2022 | DiversityOffline RL | CodeCode Available | 1 | 5 |
| Adversarially Trained Actor Critic for Offline Reinforcement Learning | Feb 5, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL | May 28, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Doubly Mild Generalization for Offline Reinforcement Learning | Nov 12, 2024 | MuJoCoOffline RL | CodeCode Available | 1 | 5 |
| Offline Meta-Reinforcement Learning with Advantage Weighting | Aug 13, 2020 | Machine TranslationMeta-Learning | CodeCode Available | 1 | 5 |
| Supported Policy Optimization for Offline Reinforcement Learning | Feb 13, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks | Mar 16, 2022 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| On Practical Reinforcement Learning: Provable Robustness, Scalability, and Statistical Efficiency | Mar 3, 2022 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
