| Critic-Guided Decision Transformer for Offline Reinforcement Learning | Dec 21, 2023 | D4RLOffline RL | 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 |
| 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 |
| Extreme Q-Learning: MaxEnt RL without Entropy | Jan 5, 2023 | D4RLDeep Reinforcement Learning | 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 |
| Optimistic Curiosity Exploration and Conservative Exploitation with Linear Reward Shaping | Sep 15, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | 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 |
| COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation | Apr 19, 2022 | Offline RLOff-policy evaluation | CodeCode Available | 1 | 5 |
| Federated Ensemble-Directed Offline Reinforcement Learning | May 4, 2023 | continuous-controlContinuous Control | 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 |
| GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning | May 27, 2024 | Data AugmentationDecision Making | CodeCode Available | 1 | 5 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline RL | CodeCode Available | 1 | 5 |
| Harnessing Mixed Offline Reinforcement Learning Datasets via Trajectory Weighting | Jun 22, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 | 5 |
| ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts | May 15, 2025 | Continual LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| IDQL: Implicit Q-Learning as an Actor-Critic Method with Diffusion Policies | Apr 20, 2023 | Offline RLQ-Learning | 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 |
| Improving and Benchmarking Offline Reinforcement Learning Algorithms | Jun 1, 2023 | AttributeBenchmarking | CodeCode Available | 1 | 5 |
| Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning | Oct 25, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |