Exploiting Generalization in Offline Reinforcement Learning via Unseen State Augmentations

Nirbhay Modhe, Qiaozi Gao, Ashwin Kalyan +3

Offline reinforcement learning (RL) methods strike a balance between exploration and exploitation by conservative value estimation -- penalizing values of unseen states and actions…