| Dual RL: Unification and New Methods for Reinforcement and Imitation Learning | Feb 16, 2023 | Imitation LearningOffline RL | CodeCode Available | 1 | 5 |
| ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts | May 15, 2025 | Continual LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning | Dec 12, 2024 | Offline RL | CodeCode Available | 1 | 5 |
| Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning | May 24, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Offline RL Without Off-Policy Evaluation | Jun 16, 2021 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| COMBO: Conservative Offline Model-Based Policy Optimization | Feb 16, 2021 | modelOffline RL | CodeCode Available | 1 | 5 |
| Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information | Oct 31, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Latent-Variable Advantage-Weighted Policy Optimization for Offline RL | Mar 16, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Online reinforcement learning with sparse rewards through an active inference capsule | Jun 4, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| A Workflow for Offline Model-Free Robotic Reinforcement Learning | Sep 22, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Conservative Offline Distributional Reinforcement Learning | Jul 12, 2021 | D4RLDistributional Reinforcement Learning | CodeCode Available | 1 | 5 |
| Conservative Q-Learning for Offline Reinforcement Learning | Jun 8, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Zero-Shot Reinforcement Learning from Low Quality Data | Sep 26, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Reliable Conditioning of Behavioral Cloning for Offline Reinforcement Learning | Oct 11, 2022 | Offline RLreinforcement-learning | 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 |
| Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning | Dec 25, 2024 | Decision MakingOffline RL | CodeCode Available | 1 | 5 |
| Let Offline RL Flow: Training Conservative Agents in the Latent Space of Normalizing Flows | Nov 20, 2022 | Offline RLreinforcement-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 |
| Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare | May 2, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL | Jun 7, 2023 | Data AugmentationOffline RL | CodeCode Available | 1 | 5 |
| Diffusion Policies creating a Trust Region for Offline Reinforcement Learning | May 30, 2024 | D4RLDenoising | CodeCode Available | 1 | 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 |
| MADiff: Offline Multi-agent Learning with Diffusion Models | May 27, 2023 | Offline RLQ-Learning | CodeCode Available | 1 | 5 |
| Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning | Jan 31, 2022 | DiversityOffline RL | CodeCode Available | 1 | 5 |
| Policy Regularization with Dataset Constraint for Offline Reinforcement Learning | Jun 11, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Offline Meta-Reinforcement Learning with Advantage Weighting | Aug 13, 2020 | Machine TranslationMeta-Learning | CodeCode Available | 1 | 5 |
| Decoupled Prioritized Resampling for Offline RL | Jun 8, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning | Feb 1, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| MOPO: Model-based Offline Policy Optimization | May 27, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| NeoRL-2: Near Real-World Benchmarks for Offline Reinforcement Learning with Extended Realistic Scenarios | Mar 25, 2025 | BenchmarkingOffline RL | CodeCode Available | 1 | 5 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline RL | CodeCode Available | 1 | 5 |
| Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning | Jul 1, 2023 | D4RLmodel | CodeCode Available | 1 | 5 |
| Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization | Jun 5, 2020 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning | Oct 25, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | CodeCode Available | 1 | 5 |
| Neural Laplace Control for Continuous-time Delayed Systems | Feb 24, 2023 | Model Predictive ControlOffline RL | CodeCode Available | 1 | 5 |
| CROP: Conservative Reward for Model-based Offline Policy Optimization | Oct 26, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 | 5 |
| MOReL : Model-Based Offline Reinforcement Learning | May 12, 2020 | modelOffline RL | CodeCode Available | 1 | 5 |
| Acme: A Research Framework for Distributed Reinforcement Learning | Jun 1, 2020 | Deep Reinforcement LearningDQN Replay Dataset | CodeCode Available | 1 | 5 |
| Critic Regularized Regression | Jun 26, 2020 | Offline RLregression | CodeCode Available | 1 | 5 |
| Behavior Proximal Policy Optimization | Feb 22, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Critic-Guided Decision Transformer for Offline Reinforcement Learning | Dec 21, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Direct Preference-based Policy Optimization without Reward Modeling | Jan 30, 2023 | Contrastive LearningOffline RL | CodeCode Available | 1 | 5 |
| When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning | May 23, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Guiding Online Reinforcement Learning with Action-Free Offline Pretraining | Jan 30, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
