| Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations | Jun 9, 2022 | Benchmarkingcontinuous-control | CodeCode Available | 2 |
| Offline RL for Natural Language Generation with Implicit Language Q Learning | Jun 5, 2022 | Language ModellingOffline RL | CodeCode Available | 2 |
| CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning | Apr 18, 2022 | ChatbotOffline RL | CodeCode Available | 2 |
| VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning | Feb 17, 2022 | Deep Reinforcement LearningOffline RL | CodeCode Available | 2 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Rethinking Attention with Performers | Sep 30, 2020 | D4RLImage Generation | CodeCode Available | 2 |
| D4RL: Datasets for Deep Data-Driven Reinforcement Learning | Apr 15, 2020 | D4RLOffline RL | CodeCode Available | 2 |
| Reformer: The Efficient Transformer | Jan 13, 2020 | D4RLImage Generation | CodeCode Available | 2 |
| ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts | May 15, 2025 | Continual LearningLanguage Modeling | CodeCode Available | 1 |
| NeoRL-2: Near Real-World Benchmarks for Offline Reinforcement Learning with Extended Realistic Scenarios | Mar 25, 2025 | BenchmarkingOffline RL | CodeCode Available | 1 |
| GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments | Feb 3, 2025 | Efficient ExplorationGraph Neural Network | CodeCode Available | 1 |
| Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning | Dec 25, 2024 | Decision MakingOffline RL | CodeCode Available | 1 |
| Are Expressive Models Truly Necessary for Offline RL? | Dec 15, 2024 | D4RLOffline RL | CodeCode Available | 1 |
| In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning | Dec 12, 2024 | Offline RL | CodeCode Available | 1 |
| Doubly Mild Generalization for Offline Reinforcement Learning | Nov 12, 2024 | MuJoCoOffline RL | CodeCode Available | 1 |
| Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression | Oct 25, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance | Oct 17, 2024 | Offline RLRe-Ranking | CodeCode Available | 1 |
| Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining | Oct 1, 2024 | Atari Gamesmodel | CodeCode Available | 1 |
| DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors | Sep 26, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer | Jun 10, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Strategically Conservative Q-Learning | Jun 6, 2024 | D4RLOffline RL | CodeCode Available | 1 |
| Diffusion Policies creating a Trust Region for Offline Reinforcement Learning | May 30, 2024 | D4RLDenoising | CodeCode Available | 1 |
| Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination | May 28, 2024 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL | May 28, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Q-value Regularized Transformer for Offline Reinforcement Learning | May 27, 2024 | D4RLOffline RL | CodeCode Available | 1 |
