| Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training | May 22, 2024 | AI AgentAutonomous Driving | —Unverified | 0 |
| Temporal Distance-aware Transition Augmentation for Offline Model-based Reinforcement Learning | May 19, 2025 | D4RLModel-based Reinforcement Learning | —Unverified | 0 |
| Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses | May 18, 2024 | D4RLOffline RL | —Unverified | 0 |
| UDQL: Bridging The Gap between MSE Loss and The Optimal Value Function in Offline Reinforcement Learning | Jun 5, 2024 | D4RLOffline RL | —Unverified | 0 |
| Uncertainty Regularized Policy Learning for Offline Reinforcement Learning | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning | Apr 16, 2025 | D4RLOffline RL | —Unverified | 0 |
| Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters. | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters | May 27, 2022 | D4RLOffline RL | —Unverified | 0 |
| Offline Trajectory Generalization for Offline Reinforcement Learning | Apr 16, 2024 | D4RLData Augmentation | —Unverified | 0 |
| On the Role of Discount Factor in Offline Reinforcement Learning | Jun 7, 2022 | D4RLOffline RL | —Unverified | 0 |
| Binary Reward Labeling: Bridging Offline Preference and Reward-Based Reinforcement Learning | Jun 14, 2024 | D4RLOffline RL | —Unverified | 0 |
| Pareto Policy Pool for Model-based Offline Reinforcement Learning | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| Planning Transformer: Long-Horizon Offline Reinforcement Learning with Planning Tokens | Sep 14, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
| Offline Behavior Distillation | Oct 30, 2024 | D4RLReinforcement Learning (RL) | CodeCode Available | 0 |
| NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation | Oct 30, 2024 | D4RLManagement | CodeCode Available | 0 |
| Mutual Information Regularized Offline Reinforcement Learning | Oct 14, 2022 | D4RLOffline RL | CodeCode Available | 0 |
| Offline RL With Resource Constrained Online Deployment | Oct 7, 2021 | D4RLOffline RL | CodeCode Available | 0 |
| Offline RL with Smooth OOD Generalization in Convex Hull and its Neighborhood | Jun 10, 2025 | Computational EfficiencyD4RL | CodeCode Available | 0 |
| Bayes Adaptive Monte Carlo Tree Search for Offline Model-based Reinforcement Learning | Oct 15, 2024 | D4RLModel-based Reinforcement Learning | CodeCode Available | 0 |
| Model-based Offline Reinforcement Learning with Count-based Conservatism | Jul 21, 2023 | D4RLOffline RL | CodeCode Available | 0 |
| Conservative Bayesian Model-Based Value Expansion for Offline Policy Optimization | Oct 7, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Compositional Conservatism: A Transductive Approach in Offline Reinforcement Learning | Apr 6, 2024 | D4RLOffline RL | CodeCode Available | 0 |
| Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Belief | Oct 13, 2022 | D4RLOffline RL | CodeCode Available | 0 |
| Conservative State Value Estimation for Offline Reinforcement Learning | Feb 14, 2023 | D4RLreinforcement-learning | CodeCode Available | 0 |
| Mildly Constrained Evaluation Policy for Offline Reinforcement Learning | Jun 6, 2023 | D4RLMuJoCo | CodeCode Available | 0 |
