| Offline Reinforcement Learning for Wireless Network Optimization with Mixture Datasets | Nov 19, 2023 | ManagementOffline RL | —Unverified | 0 |
| Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees | Nov 14, 2023 | Offline RL | CodeCode Available | 0 |
| Rethinking Decision Transformer via Hierarchical Reinforcement Learning | Nov 1, 2023 | Decision MakingHierarchical Reinforcement Learning | —Unverified | 0 |
| Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving | Oct 31, 2023 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| A Tractable Inference Perspective of Offline RL | Oct 31, 2023 | MuJoCoOffline RL | —Unverified | 0 |
| Offline RL with Observation Histories: Analyzing and Improving Sample Complexity | Oct 31, 2023 | Autonomous NavigationOffline RL | —Unverified | 0 |
| Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning | Oct 31, 2023 | Few-Shot LearningOffline RL | CodeCode Available | 1 |
| Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning | Oct 30, 2023 | Decision MakingOffline RL | CodeCode Available | 1 |
| Robust Offline Reinforcement learning with Heavy-Tailed Rewards | Oct 28, 2023 | Offline RLOff-policy evaluation | CodeCode Available | 0 |
| Bridging Distributionally Robust Learning and Offline RL: An Approach to Mitigate Distribution Shift and Partial Data Coverage | Oct 27, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 |
