Hundreds Guide Millions: Adaptive Offline Reinforcement Learning with Expert Guidance

Qisen Yang, Shenzhi Wang, Qihang Zhang +2

Offline reinforcement learning (RL) optimizes the policy on a previously collected dataset without any interactions with the environment, yet usually suffers from the distributiona…