| On Practical Reinforcement Learning: Provable Robustness, Scalability, and Statistical Efficiency | Mar 3, 2022 | Offline RLreinforcement-learning | CodeCode Available | 0 |
| AlignIQL: Policy Alignment in Implicit Q-Learning through Constrained Optimization | May 28, 2024 | D4RLOffline RL | CodeCode Available | 0 |
| Off-policy Evaluation in Doubly Inhomogeneous Environments | Jun 14, 2023 | Offline RLOff-policy evaluation | CodeCode Available | 0 |
| Offline RL with Smooth OOD Generalization in Convex Hull and its Neighborhood | Jun 10, 2025 | Computational EfficiencyD4RL | CodeCode Available | 0 |
| Offline RL With Resource Constrained Online Deployment | Oct 7, 2021 | D4RLOffline RL | CodeCode Available | 0 |
| Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction | Feb 28, 2025 | continuous-controlContinuous Control | CodeCode Available | 0 |
| POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning | Jan 1, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 |
| Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning? | May 20, 2024 | Atari GamesMamba | CodeCode Available | 0 |
| CAWR: Corruption-Averse Advantage-Weighted Regression for Robust Policy Optimization | Jun 18, 2025 | D4RLOffline RL | CodeCode Available | 0 |
| Policy Constraint by Only Support Constraint for Offline Reinforcement Learning | Mar 7, 2025 | Offline RLreinforcement-learning | CodeCode Available | 0 |