Enhancing Hierarchical Reinforcement Learning through Change Point Detection in Time Series

Hemanath Arumugam, Falong Fan, Bo Liu

Hierarchical Reinforcement Learning (HRL) enhances the scalability of decision-making in long-horizon tasks by introducing temporal abstraction through options-policies that span m…