| Differentiable Tree Search Network | Jan 22, 2024 | Decision MakingInductive Bias | CodeCode Available | 5 |
| DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning | Jun 14, 2024 | Offline RL | CodeCode Available | 3 |
| A Clean Slate for Offline Reinforcement Learning | Apr 15, 2025 | Offline RLreinforcement-learning | CodeCode Available | 3 |
| Is Value Learning Really the Main Bottleneck in Offline RL? | Jun 13, 2024 | Imitation LearningOffline RL | CodeCode Available | 3 |
| Flow Q-Learning | Feb 4, 2025 | Action GenerationD4RL | CodeCode Available | 3 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 |
| Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks | Aug 20, 2024 | Multi-agent Reinforcement LearningMulti-Task Learning | CodeCode Available | 2 |
| Offline RL for Natural Language Generation with Implicit Language Q Learning | Jun 5, 2022 | Language ModellingOffline RL | CodeCode Available | 2 |
| A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data | Jul 23, 2024 | Autonomous DrivingAutonomous Racing | CodeCode Available | 2 |
| Diffusion Guidance Is a Controllable Policy Improvement Operator | May 29, 2025 | Offline RL | CodeCode Available | 2 |
| Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy Optimization | Sep 2, 2024 | DiversityOffline RL | CodeCode Available | 2 |
| FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation | May 22, 2023 | Imitation LearningMotion Planning | CodeCode Available | 2 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 |
| LongReward: Improving Long-context Large Language Models with AI Feedback | Oct 28, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 2 |
| Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations | Jun 9, 2022 | Benchmarkingcontinuous-control | CodeCode Available | 2 |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 |
| AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning | Aug 7, 2023 | Offline RLreinforcement-learning | CodeCode Available | 2 |
| D4RL: Datasets for Deep Data-Driven Reinforcement Learning | Apr 15, 2020 | D4RLOffline RL | CodeCode Available | 2 |
| Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement Learning | May 27, 2024 | Gym halfcheetah-mediumGym halfcheetah-medium-expert | CodeCode Available | 2 |
| Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization | May 25, 2024 | continuous-controlContinuous Control | CodeCode Available | 2 |
| CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning | Apr 18, 2022 | ChatbotOffline RL | CodeCode Available | 2 |
| Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning | Aug 12, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline Data | Dec 10, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 2 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Pretrained LLM Adapted with LoRA as a Decision Transformer for Offline RL in Quantitative Trading | Nov 26, 2024 | Offline RLparameter-efficient fine-tuning | CodeCode Available | 2 |
