Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets

Zhang-Wei Hong, Aviral Kumar, Sathwik Karnik +6

Offline policy learning is aimed at learning decision-making policies using existing datasets of trajectories without collecting additional data. The primary motivation for using r…