A Hierarchical Bayesian Approach to Inverse Reinforcement Learning with Symbolic Reward Machines

Weichao Zhou, Wenchao Li

A misspecified reward can degrade sample efficiency and induce undesired behaviors in reinforcement learning (RL) problems. We propose symbolic reward machines for incorporating hi…