| Two-step reinforcement learning for model-free redesign of nonlinear optimal regulator | Mar 5, 2021 | Offline RLreinforcement-learning | CodeCode Available | 0 |
| DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning | Feb 23, 2021 | Continuous ControlOffline RL | —Unverified | 0 |
| Uncertainty Estimation Using Riemannian Model~Dynamics for Offline Reinforcement Learning | Feb 22, 2021 | Autonomous Drivingcontinuous-control | —Unverified | 0 |
| Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning | Feb 19, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| COMBO: Conservative Offline Model-Based Policy Optimization | Feb 16, 2021 | modelOffline RL | CodeCode Available | 1 |
| PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators | Feb 13, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Q-Value Weighted Regression: Reinforcement Learning with Limited Data | Feb 12, 2021 | Atari Gamescontinuous-control | CodeCode Available | 0 |
| Representation Matters: Offline Pretraining for Sequential Decision Making | Feb 11, 2021 | Decision MakingImitation Learning | —Unverified | 0 |
| Near-Optimal Offline Reinforcement Learning via Double Variance Reduction | Feb 2, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning | Feb 1, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
