| Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments | Aug 23, 2022 | Decision MakingOffline RL | —Unverified | 0 |
| Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity | Aug 11, 2022 | Decision MakingOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning at Multiple Frequencies | Jul 26, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion | Jul 16, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| GriddlyJS: A Web IDE for Reinforcement Learning | Jul 13, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Offline Equilibrium Finding | Jul 12, 2022 | Offline RL | CodeCode Available | 0 |
| Offline RL Policies Should be Trained to be Adaptive | Jul 5, 2022 | Offline RL | —Unverified | 0 |
| An Empirical Study of Implicit Regularization in Deep Offline RL | Jul 5, 2022 | Offline RL | —Unverified | 0 |
| Prompting Decision Transformer for Few-Shot Policy Generalization | Jun 27, 2022 | Few-Shot LearningInductive Bias | —Unverified | 0 |
| A Survey on Model-based Reinforcement Learning | Jun 19, 2022 | Decision Makingmodel | —Unverified | 0 |
| Bootstrapped Transformer for Offline Reinforcement Learning | Jun 17, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination | Jun 16, 2022 | D4RLOffline RL | CodeCode Available | 0 |
| Contrastive Learning as Goal-Conditioned Reinforcement Learning | Jun 15, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning | Jun 14, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Provable Benefit of Multitask Representation Learning in Reinforcement Learning | Jun 13, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward | Jun 13, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Federated Offline Reinforcement Learning | Jun 11, 2022 | Offline RLPrivacy Preserving | —Unverified | 0 |
| Large-Scale Retrieval for Reinforcement Learning | Jun 10, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| On the Role of Discount Factor in Offline Reinforcement Learning | Jun 7, 2022 | D4RLOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning with Causal Structured World Models | Jun 3, 2022 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning with Differential Privacy | Jun 2, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Model Generation with Provable Coverability for Offline Reinforcement Learning | Jun 1, 2022 | Offline RLOut-of-Distribution Generalization | —Unverified | 0 |
| Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL | Jun 1, 2022 | D4RLOffline RL | —Unverified | 0 |
| Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game | May 31, 2022 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments | May 31, 2022 | Offline RLPlaying the Game of 2048 | —Unverified | 0 |