| In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning | Dec 12, 2024 | Offline RL | CodeCode Available | 1 | 5 |
| Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models | May 24, 2023 | Language ModellingOffline RL | CodeCode Available | 1 | 5 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL | May 28, 2024 | Offline RLReinforcement Learning (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 |
| Latent-Variable Advantage-Weighted Policy Optimization for Offline RL | Mar 16, 2022 | continuous-controlContinuous Control | 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 |
| Online and Offline Reinforcement Learning by Planning with a Learned Model | Apr 13, 2021 | Atari GamesContinuous 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 |
| Diffusion Policies creating a Trust Region for Offline Reinforcement Learning | May 30, 2024 | D4RLDenoising | CodeCode Available | 1 | 5 |
| Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation | Jul 10, 2023 | Decision MakingInteractive Recommendation | CodeCode Available | 1 | 5 |
| LTLDoG: Satisfying Temporally-Extended Symbolic Constraints for Safe Diffusion-based Planning | May 7, 2024 | Offline RLRobot Manipulation | CodeCode Available | 1 | 5 |
| Masked Autoencoding for Scalable and Generalizable Decision Making | Nov 23, 2022 | Decision MakingOffline RL | CodeCode Available | 1 | 5 |
| Masked Trajectory Models for Prediction, Representation, and Control | May 4, 2023 | continuous-controlContinuous Control | 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 |
| MoCoDA: Model-based Counterfactual Data Augmentation | Oct 20, 2022 | counterfactualData Augmentation | CodeCode Available | 1 | 5 |
| Acme: A Research Framework for Distributed Reinforcement Learning | Jun 1, 2020 | Deep Reinforcement LearningDQN Replay Dataset | 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 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | 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 Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | 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 |
| MOPO: Model-based Offline Policy Optimization | May 27, 2020 | continuous-controlContinuous Control | 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 |
| Critic Regularized Regression | Jun 26, 2020 | Offline RLregression | 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 |
| 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 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (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 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 | 5 |
| DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors | Sep 26, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| cosFormer: Rethinking Softmax in Attention | Feb 17, 2022 | D4RLLanguage Modeling | CodeCode Available | 1 | 5 |
