| The Challenges of Exploration for Offline Reinforcement Learning | Jan 27, 2022 | Model Predictive ControlOffline RL | —Unverified | 0 |
| Comparing Model-free and Model-based Algorithms for Offline Reinforcement Learning | Jan 14, 2022 | modelMuJoCo | —Unverified | 0 |
| Offline Reinforcement Learning for Road Traffic Control | Jan 7, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Importance of Empirical Sample Complexity Analysis for Offline Reinforcement Learning | Dec 31, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Single-Shot Pruning for Offline Reinforcement Learning | Dec 31, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| A Validation Tool for Designing Reinforcement Learning Environments | Dec 10, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization | Dec 9, 2021 | Atari GamesD4RL | —Unverified | 0 |
| Curriculum Offline Imitating Learning | Dec 1, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Robust On-Policy Sampling for Data-Efficient Policy Evaluation in Reinforcement Learning | Nov 29, 2021 | Offline RLreinforcement-learning | CodeCode Available | 0 |
| Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions | Nov 29, 2021 | Contrastive LearningDecision Making | —Unverified | 0 |
| UMBRELLA: Uncertainty-Aware Model-Based Offline Reinforcement Learning Leveraging Planning | Nov 22, 2021 | Decision MakingOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning: Fundamental Barriers for Value Function Approximation | Nov 21, 2021 | Decision MakingOffline RL | —Unverified | 0 |
| A Survey of Zero-shot Generalisation in Deep Reinforcement Learning | Nov 18, 2021 | Deep Reinforcement LearningOffline RL | —Unverified | 0 |
| d3rlpy: An Offline Deep Reinforcement Learning Library | Nov 6, 2021 | D4RLDeep Reinforcement Learning | CodeCode Available | 0 |
| Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics | Nov 2, 2021 | D4RLData Augmentation | —Unverified | 0 |
| Towards Instance-Optimal Offline Reinforcement Learning with Pessimism | Oct 17, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Value Penalized Q-Learning for Recommender Systems | Oct 15, 2021 | Offline RLQ-Learning | —Unverified | 0 |
| Representation Learning for Online and Offline RL in Low-rank MDPs | Oct 9, 2021 | Offline RLRepresentation Learning | —Unverified | 0 |
| Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters | Oct 8, 2021 | Decision Makingenergy management | —Unverified | 0 |
| Offline RL With Resource Constrained Online Deployment | Oct 7, 2021 | D4RLOffline RL | CodeCode Available | 0 |
| You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL | Oct 5, 2021 | D4RLOffline RL | —Unverified | 0 |
| BRAC+: Improved Behavior Regularized Actor Critic for Offline Reinforcement Learning | Oct 2, 2021 | Offline RLreinforcement-learning | CodeCode Available | 0 |
| Offline Reinforcement Learning for Large Scale Language Action Spaces | Sep 29, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Reward Shifting for Optimistic Exploration and Conservative Exploitation | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Semi-supervised Offline Reinforcement Learning with Pre-trained Decision Transformers | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
