| Diffusion Guidance Is a Controllable Policy Improvement Operator | May 29, 2025 | Offline RL | CodeCode Available | 2 | 5 |
| Offline RL for Natural Language Generation with Implicit Language Q Learning | Jun 5, 2022 | Language ModellingOffline RL | CodeCode Available | 2 | 5 |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 | 5 |
| All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RL | Feb 24, 2022 | AllImitation Learning | CodeCode Available | 1 | 5 |
| Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation | Jul 10, 2023 | Decision MakingInteractive Recommendation | CodeCode Available | 1 | 5 |
| Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning | Dec 25, 2024 | Decision MakingOffline RL | CodeCode Available | 1 | 5 |
| Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets | Oct 6, 2023 | D4RLDecision Making | CodeCode Available | 1 | 5 |
| AdaCat: Adaptive Categorical Discretization for Autoregressive Models | Aug 3, 2022 | Density EstimationOffline RL | CodeCode Available | 1 | 5 |
| Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning | Sep 29, 2023 | Image GenerationOffline 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 |