| 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 |
| Minimax-Optimal Reward-Agnostic Exploration in Reinforcement Learning | Apr 14, 2023 | Offline RLreinforcement-learning | —Unverified | 0 |
| Uncertainty-driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning | Apr 10, 2023 | D4RLData Augmentation | CodeCode Available | 0 |
| Unified Emulation-Simulation Training Environment for Autonomous Cyber Agents | Apr 3, 2023 | Deep Reinforcement LearningOffline RL | —Unverified | 0 |
| Enabling A Network AI Gym for Autonomous Cyber Agents | Apr 3, 2023 | Deep Reinforcement LearningOffline RL | —Unverified | 0 |
| Understanding Reinforcement Learning Algorithms: The Progress from Basic Q-learning to Proximal Policy Optimization | Mar 31, 2023 | Offline RLQ-Learning | —Unverified | 0 |