| On the Role of Discount Factor in Offline Reinforcement Learning | Jun 7, 2022 | D4RLOffline RL | —Unverified | 0 |
| RORL: Robust Offline Reinforcement Learning via Conservative Smoothing | Jun 6, 2022 | Decision MakingOffline RL | CodeCode Available | 1 |
| Offline RL for Natural Language Generation with Implicit Language Q Learning | Jun 5, 2022 | Language ModellingOffline RL | CodeCode Available | 2 |
| 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 |
| Multi-Game Decision Transformers | May 30, 2022 | Atari GamesOffline RL | CodeCode Available | 0 |
| Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters | May 27, 2022 | D4RLOffline RL | —Unverified | 0 |
| Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes | May 26, 2022 | Causal InferenceOffline RL | —Unverified | 0 |
| When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning | May 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| User-Interactive Offline Reinforcement Learning | May 21, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| How to Spend Your Robot Time: Bridging Kickstarting and Offline Reinforcement Learning for Vision-based Robotic Manipulation | May 6, 2022 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning | May 5, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Towards Flexible Inference in Sequential Decision Problems via Bidirectional Transformers | Apr 28, 2022 | Decision MakingOffline RL | —Unverified | 0 |
| RAMBO-RL: Robust Adversarial Model-Based Offline Reinforcement Learning | Apr 26, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Learning Value Functions from Undirected State-only Experience | Apr 26, 2022 | Future predictionImitation Learning | —Unverified | 0 |
| COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation | Apr 19, 2022 | Offline RLOff-policy evaluation | CodeCode Available | 1 |
| CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning | Apr 18, 2022 | ChatbotOffline RL | CodeCode Available | 2 |
| When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning? | Apr 12, 2022 | Atari GamesDiagnostic | —Unverified | 0 |
| Settling the Sample Complexity of Model-Based Offline Reinforcement Learning | Apr 11, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Offline Reinforcement Learning for Safer Blood Glucose Control in People with Type 1 Diabetes | Apr 7, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
