| Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters | May 27, 2022 | D4RLOffline RL | —Unverified | 0 |
| Yes, Q-learning Helps Offline In-Context RL | Feb 24, 2025 | In-Context Reinforcement LearningMuJoCo | —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 |
| You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL | Oct 5, 2021 | D4RLOffline RL | —Unverified | 0 |
| Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization | May 19, 2025 | Offline RLPortfolio Optimization | —Unverified | 0 |
| PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators | Feb 13, 2021 | Offline RLreinforcement-learning | —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 |
| Pessimism Meets Risk: Risk-Sensitive Offline Reinforcement Learning | Jul 10, 2024 | Decision MakingOffline RL | —Unverified | 0 |
| Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning | May 5, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage | Jul 13, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
