| Iteratively Refined Behavior Regularization for Offline Reinforcement Learning | Jun 9, 2023 | D4RLOffline RL | —Unverified | 0 |
| Instructed Diffuser with Temporal Condition Guidance for Offline Reinforcement Learning | Jun 8, 2023 | Decision MakingOffline RL | —Unverified | 0 |
| Mildly Constrained Evaluation Policy for Offline Reinforcement Learning | Jun 6, 2023 | D4RLMuJoCo | CodeCode Available | 0 |
| PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation | Jun 6, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| State Regularized Policy Optimization on Data with Dynamics Shift | Jun 6, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Survival Instinct in Offline Reinforcement Learning | Jun 5, 2023 | Offline RLreinforcement-learning | —Unverified | 0 |
| Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning | Jun 1, 2023 | FairnessOffline RL | —Unverified | 0 |
| Improving Offline RL by Blending Heuristics | Jun 1, 2023 | D4RLOffline RL | —Unverified | 0 |
| Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding | Jun 1, 2023 | ManagementOffline RL | —Unverified | 0 |
| IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control | Jun 1, 2023 | D4RLModel-based Reinforcement Learning | —Unverified | 0 |
| What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? | May 30, 2023 | Imitation LearningOffline RL | CodeCode Available | 0 |
| Robust Reinforcement Learning Objectives for Sequential Recommender Systems | May 30, 2023 | Offline RLRecommendation Systems | CodeCode Available | 0 |
| Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism | May 29, 2023 | Decision MakingEconometrics | —Unverified | 0 |
| Beyond Reward: Offline Preference-guided Policy Optimization | May 25, 2023 | Offline RLreinforcement-learning | CodeCode Available | 0 |
| The Benefits of Being Distributional: Small-Loss Bounds for Reinforcement Learning | May 25, 2023 | Distributional Reinforcement LearningOffline RL | CodeCode Available | 0 |
| Offline Primal-Dual Reinforcement Learning for Linear MDPs | May 22, 2023 | Offline RLreinforcement-learning | —Unverified | 0 |
| Offline Reinforcement Learning with Additional Covering Distributions | May 22, 2023 | Inductive BiasOffline RL | —Unverified | 0 |
| Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models | May 18, 2023 | MuJoCoOffline RL | —Unverified | 0 |
| SLiC-HF: Sequence Likelihood Calibration with Human Feedback | May 17, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning | May 17, 2023 | Offline RLreinforcement-learning | —Unverified | 0 |
| Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage | May 16, 2023 | Offline RL | —Unverified | 0 |
| Towards Generalizable Reinforcement Learning for Trade Execution | May 12, 2023 | Offline RLreinforcement-learning | —Unverified | 0 |
| Explaining RL Decisions with Trajectories | May 6, 2023 | Attributecontinuous-control | CodeCode Available | 0 |
| What can online reinforcement learning with function approximation benefit from general coverage conditions? | Apr 25, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Using Offline Data to Speed Up Reinforcement Learning in Procedurally Generated Environments | Apr 18, 2023 | Imitation LearningOffline RL | CodeCode Available | 0 |
