| Resolving Copycat Problems in Visual Imitation Learning via Residual Action Prediction | Jul 20, 2022 | Imitation LearningMuJoCo | —Unverified | 0 |
| Feasible Adversarial Robust Reinforcement Learning for Underspecified Environments | Jul 19, 2022 | MuJoCoreinforcement-learning | —Unverified | 0 |
| Short-Term Plasticity Neurons Learning to Learn and Forget | Jun 28, 2022 | MuJoCoReinforcement Learning (RL) | CodeCode Available | 1 |
| Prompting Decision Transformer for Few-Shot Policy Generalization | Jun 27, 2022 | Few-Shot LearningInductive Bias | —Unverified | 0 |
| CGAR: Critic Guided Action Redistribution in Reinforcement Leaning | Jun 23, 2022 | MuJoCoReinforcement Learning (RL) | CodeCode Available | 0 |
| Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming | Jun 22, 2022 | Autonomous DrivingClassification | —Unverified | 0 |
| EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine | Jun 21, 2022 | MuJoCoreinforcement-learning | CodeCode Available | 5 |
| Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis | Jun 17, 2022 | MuJoCoStarcraft | —Unverified | 0 |
| Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning | Jun 15, 2022 | Autonomous Drivingcontinuous-control | —Unverified | 0 |
| Relative Policy-Transition Optimization for Fast Policy Transfer | Jun 13, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Dealing with Sparse Rewards in Continuous Control Robotics via Heavy-Tailed Policies | Jun 12, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Towards Safe Reinforcement Learning via Constraining Conditional Value-at-Risk | Jun 9, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Hybrid Value Estimation for Off-policy Evaluation and Offline Reinforcement Learning | Jun 4, 2022 | MuJoCoOff-policy evaluation | —Unverified | 0 |
| Transferable Reward Learning by Dynamics-Agnostic Discriminator Ensemble | Jun 1, 2022 | Imitation LearningMuJoCo | —Unverified | 0 |
| Multi-Object Grasping in the Plane | Jun 1, 2022 | MuJoCoObject | —Unverified | 0 |
| TaSIL: Taylor Series Imitation Learning | May 30, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 |
| SEREN: Knowing When to Explore and When to Exploit | May 30, 2022 | MuJoCoReinforcement Learning (RL) | —Unverified | 0 |
| Efficient Reward Poisoning Attacks on Online Deep Reinforcement Learning | May 30, 2022 | Data PoisoningDeep Reinforcement Learning | CodeCode Available | 0 |
| Multi-Agent Reinforcement Learning is a Sequence Modeling Problem | May 30, 2022 | Decision MakingMuJoCo | CodeCode Available | 2 |
| ARLO: A Framework for Automated Reinforcement Learning | May 20, 2022 | feature selectionMuJoCo | CodeCode Available | 1 |
| Data Valuation for Offline Reinforcement Learning | May 19, 2022 | Data ValuationDeep Reinforcement Learning | —Unverified | 0 |
| Imitation Learning from Observations under Transition Model Disparity | Apr 25, 2022 | Imitation Learningmodel | CodeCode Available | 0 |
| A Computational Theory of Learning Flexible Reward-Seeking Behavior with Place Cells | Apr 22, 2022 | MuJoCoOpen-Ended Question Answering | —Unverified | 0 |
| JORLDY: a fully customizable open source framework for reinforcement learning | Apr 11, 2022 | MuJoCoOpenAI Gym | CodeCode Available | 2 |
| Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization | Apr 4, 2022 | continuous-controlContinuous Control | —Unverified | 0 |