| Offline RL With Resource Constrained Online Deployment | Oct 7, 2021 | D4RLOffline RL | CodeCode Available | 0 | 5 |
| Bridging Distributionally Robust Learning and Offline RL: An Approach to Mitigate Distribution Shift and Partial Data Coverage | Oct 27, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks | Mar 16, 2022 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Offline Reinforcement Learning from Datasets with Structured Non-Stationarity | May 23, 2024 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| BRAC+: Improved Behavior Regularized Actor Critic for Offline Reinforcement Learning | Oct 2, 2021 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| DiffCPS: Diffusion Model based Constrained Policy Search for Offline Reinforcement Learning | Oct 9, 2023 | D4RLOffline RL | CodeCode Available | 0 | 5 |
| DiffClone: Enhanced Behaviour Cloning in Robotics with Diffusion-Driven Policy Learning | Jan 17, 2024 | Offline RLRobot Manipulation | CodeCode Available | 0 | 5 |
| Offline Equilibrium Finding | Jul 12, 2022 | Offline RL | CodeCode Available | 0 | 5 |
| A Connection between One-Step Regularization and Critic Regularization in Reinforcement Learning | Jul 24, 2023 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees | Nov 14, 2023 | Offline RL | CodeCode Available | 0 | 5 |
| NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation | Oct 30, 2024 | D4RLManagement | CodeCode Available | 0 | 5 |
| Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL | Dec 25, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Beyond Reward: Offline Preference-guided Policy Optimization | May 25, 2023 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| MORE-3S:Multimodal-based Offline Reinforcement Learning with Shared Semantic Spaces | Feb 20, 2024 | Decision MakingOffline RL | CodeCode Available | 0 | 5 |
| DeepAveragers: Offline Reinforcement Learning by Solving Derived Non-Parametric MDPs | Oct 18, 2020 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Decision Transformer under Random Frame Dropping | Mar 3, 2023 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 | 5 |
| Two-step reinforcement learning for model-free redesign of nonlinear optimal regulator | Mar 5, 2021 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL | Jun 8, 2024 | Data AugmentationMamba | CodeCode Available | 0 | 5 |
| DCUR: Data Curriculum for Teaching via Samples with Reinforcement Learning | Sep 15, 2021 | Deep Reinforcement LearningOffline RL | CodeCode Available | 0 | 5 |
| Model-based Offline Policy Optimization with Adversarial Network | Sep 5, 2023 | modelOffline RL | CodeCode Available | 0 | 5 |
| Model-Based Offline Planning with Trajectory Pruning | May 16, 2021 | modelOffline RL | CodeCode Available | 0 | 5 |
| Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Belief | Oct 13, 2022 | D4RLOffline RL | CodeCode Available | 0 | 5 |
| MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator | Dec 7, 2023 | Offline RLreinforcement-learning | CodeCode Available | 0 | 5 |
| Mildly Constrained Evaluation Policy for Offline Reinforcement Learning | Jun 6, 2023 | D4RLMuJoCo | CodeCode Available | 0 | 5 |
| Model-based Offline Reinforcement Learning with Count-based Conservatism | Jul 21, 2023 | D4RLOffline RL | CodeCode Available | 0 | 5 |
