| Learning to Control Autonomous Fleets from Observation via Offline Reinforcement Learning | Feb 28, 2023 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL | May 26, 2025 | D4RLOffline RL | CodeCode Available | 0 | 5 |
| From Novelty to Imitation: Self-Distilled Rewards for Offline Reinforcement Learning | Jul 17, 2025 | D4RLOffline RL | —Unverified | 0 | 0 |
| FOSP: Fine-tuning Offline Safe Policy through World Models | Jul 6, 2024 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 | 0 |
| Contrastive Value Learning: Implicit Models for Simple Offline RL | Nov 3, 2022 | continuous-controlContinuous Control | —Unverified | 0 | 0 |
| Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning | Feb 6, 2025 | Dataset GenerationMuJoCo | —Unverified | 0 | 0 |
| Flow-Based Single-Step Completion for Efficient and Expressive Policy Learning | Jun 26, 2025 | Action GenerationDecision Making | —Unverified | 0 | 0 |
| Flexible Blood Glucose Control: Offline Reinforcement Learning from Human Feedback | Jan 27, 2025 | Offline RLReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Contrastive Learning as Goal-Conditioned Reinforcement Learning | Jun 15, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 | 0 |
| BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning | Jul 15, 2024 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 | 0 |
| Finetuning Offline World Models in the Real World | Oct 24, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Finetuning from Offline Reinforcement Learning: Challenges, Trade-offs and Practical Solutions | Mar 30, 2023 | DiversityOffline RL | —Unverified | 0 | 0 |
| Contrastive Diffuser: Planning Towards High Return States via Contrastive Learning | Feb 5, 2024 | Contrastive LearningD4RL | —Unverified | 0 | 0 |
| Finer Behavioral Foundation Models via Auto-Regressive Features and Advantage Weighting | Dec 5, 2024 | D4RLOffline RL | —Unverified | 0 | 0 |
| Fighting Uncertainty with Gradients: Offline Reinforcement Learning via Diffusion Score Matching | Jun 24, 2023 | Imitation LearningOffline RL | —Unverified | 0 | 0 |
| BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion | Jul 16, 2022 | Offline RLreinforcement-learning | —Unverified | 0 | 0 |
| Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices | Feb 8, 2024 | Federated LearningOffline RL | —Unverified | 0 | 0 |
| Federated Offline Reinforcement Learning | Jun 11, 2022 | Offline RLPrivacy Preserving | —Unverified | 0 | 0 |
| Contextual Transformer for Offline Meta Reinforcement Learning | Nov 15, 2022 | D4RLMeta Reinforcement Learning | —Unverified | 0 | 0 |
| Feasibility-Aware Pessimistic Estimation: Toward Long-Horizon Safety in Offline RL | May 13, 2025 | Offline RLSafe Reinforcement Learning | —Unverified | 0 | 0 |
| Context-Former: Stitching via Latent Conditioned Sequence Modeling | Jan 29, 2024 | D4RLDecision Making | —Unverified | 0 | 0 |
| Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models | May 18, 2023 | MuJoCoOffline RL | —Unverified | 0 | 0 |
| AdaCred: Adaptive Causal Decision Transformers with Feature Crediting | Dec 19, 2024 | AttributeImitation Learning | —Unverified | 0 | 0 |
| A Tractable Inference Perspective of Offline RL | Oct 31, 2023 | MuJoCoOffline RL | —Unverified | 0 | 0 |
| Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study | May 4, 2025 | Offline RLReinforcement Learning (RL) | —Unverified | 0 | 0 |