DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning

Jinxin Liu, Hongyin Zhang, Donglin Wang

Offline reinforcement learning algorithms promise to be applicable in settings where a fixed dataset is available and no new experience can be acquired. However, such formulation i…