| Q-value Regularized Decision ConvFormer for Offline Reinforcement Learning | Sep 12, 2024 | D4RLOffline RL | —Unverified | 0 |
| The Role of Deep Learning Regularizations on Actors in Offline RL | Sep 11, 2024 | D4RLOffline RL | CodeCode Available | 0 |
| Forward KL Regularized Preference Optimization for Aligning Diffusion Policies | Sep 9, 2024 | D4RLDecision Making | —Unverified | 0 |
| SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning | Aug 23, 2024 | D4RLOffline RL | —Unverified | 0 |
| Offline Model-Based Reinforcement Learning with Anti-Exploration | Aug 20, 2024 | D4RLmodel | —Unverified | 0 |
| SelfBC: Self Behavior Cloning for Offline Reinforcement Learning | Aug 4, 2024 | AttributeD4RL | —Unverified | 0 |
| Diffusion Models as Optimizers for Efficient Planning in Offline RL | Jul 23, 2024 | D4RLDecision Making | CodeCode Available | 0 |
| Offline Reinforcement Learning with Imputed Rewards | Jul 15, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
| Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control | Jul 12, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Model-based Offline Reinforcement Learning with Lower Expectile Q-Learning | Jun 30, 2024 | D4RLOffline RL | —Unverified | 0 |
| Binary Reward Labeling: Bridging Offline Preference and Reward-Based Reinforcement Learning | Jun 14, 2024 | D4RLOffline RL | —Unverified | 0 |
| DiffPoGAN: Diffusion Policies with Generative Adversarial Networks for Offline Reinforcement Learning | Jun 13, 2024 | D4RLOffline RL | —Unverified | 0 |
| SeMOPO: Learning High-quality Model and Policy from Low-quality Offline Visual Datasets | Jun 13, 2024 | D4RLOffline RL | —Unverified | 0 |
| Residual Learning and Context Encoding for Adaptive Offline-to-Online Reinforcement Learning | Jun 12, 2024 | D4RLMuJoCo | CodeCode Available | 0 |
| CDSA: Conservative Denoising Score-based Algorithm for Offline Reinforcement Learning | Jun 11, 2024 | D4RLDenoising | —Unverified | 0 |
| PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer | Jun 10, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Stabilizing Extreme Q-learning by Maclaurin Expansion | Jun 7, 2024 | D4RLOffline RL | CodeCode Available | 0 |
| Strategically Conservative Q-Learning | Jun 6, 2024 | D4RLOffline RL | CodeCode Available | 1 |
| UDQL: Bridging The Gap between MSE Loss and The Optimal Value Function in Offline Reinforcement Learning | Jun 5, 2024 | D4RLOffline RL | —Unverified | 0 |
| Decision Mamba: Reinforcement Learning via Hybrid Selective Sequence Modeling | May 31, 2024 | D4RLMamba | —Unverified | 0 |
| Diffusion Actor-Critic: Formulating Constrained Policy Iteration as Diffusion Noise Regression for Offline Reinforcement Learning | May 31, 2024 | D4RLReinforcement Learning (RL) | CodeCode Available | 1 |
| In-Context Decision Transformer: Reinforcement Learning via Hierarchical Chain-of-Thought | May 31, 2024 | D4RLDecision Making | CodeCode Available | 1 |
| Learning from Random Demonstrations: Offline Reinforcement Learning with Importance-Sampled Diffusion Models | May 30, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
| Fourier Controller Networks for Real-Time Decision-Making in Embodied Learning | May 30, 2024 | D4RLDecision Making | —Unverified | 0 |
| Adaptive Advantage-Guided Policy Regularization for Offline Reinforcement Learning | May 30, 2024 | D4RLreinforcement-learning | CodeCode Available | 1 |
