| Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning | Jul 21, 2022 | Autonomous DrivingD4RL | —Unverified | 0 |
| Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination | Jun 16, 2022 | D4RLOffline RL | CodeCode Available | 0 |
| On the Role of Discount Factor in Offline Reinforcement Learning | Jun 7, 2022 | D4RLOffline RL | —Unverified | 0 |
| Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL | Jun 1, 2022 | D4RLOffline RL | —Unverified | 0 |
| Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters | May 27, 2022 | D4RLOffline RL | —Unverified | 0 |
| A Behavior Regularized Implicit Policy for Offline Reinforcement Learning | Feb 19, 2022 | D4RLreinforcement-learning | —Unverified | 0 |
| MOORe: Model-based Offline-to-Online Reinforcement Learning | Jan 25, 2022 | D4RLmodel | —Unverified | 0 |
| DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization | Dec 9, 2021 | Atari GamesD4RL | —Unverified | 0 |
| Quantile Filtered Imitation Learning | Dec 2, 2021 | D4RLImitation Learning | —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 |
| 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 |
| State-Action Joint Regularized Implicit Policy for Offline Reinforcement Learning | Sep 29, 2021 | D4RLreinforcement-learning | —Unverified | 0 |
| Offline Reinforcement Learning with Resource Constrained Online Deployment | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| Semi-supervised Offline Reinforcement Learning with Pre-trained Decision Transformers | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters. | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Pareto Policy Pool for Model-based Offline Reinforcement Learning | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| Uncertainty Regularized Policy Learning for Offline Reinforcement Learning | Sep 29, 2021 | D4RLOffline RL | —Unverified | 0 |
| A Pragmatic Look at Deep Imitation Learning | Aug 4, 2021 | Behavioural cloningD4RL | —Unverified | 0 |
| Behavioral Priors and Dynamics Models: Improving Performance and Domain Transfer in Offline RL | Jun 16, 2021 | D4RLDomain Generalization | —Unverified | 0 |
| S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning | Mar 10, 2021 | Autonomous DrivingD4RL | —Unverified | 0 |
| Reducing Conservativeness Oriented Offline Reinforcement Learning | Feb 27, 2021 | D4RLreinforcement-learning | —Unverified | 0 |
| Addressing Distribution Shift in Online Reinforcement Learning with Offline Datasets | Jan 1, 2021 | D4RLMuJoCo | —Unverified | 0 |
| Fine-Tuning Offline Reinforcement Learning with Model-Based Policy Optimization | Jan 1, 2021 | D4RLMuJoCo | —Unverified | 0 |
| EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL | Jul 21, 2020 | D4RLDecision Making | —Unverified | 0 |
