Learning and Exploiting Multiple Subgoals for Fast Exploration in Hierarchical Reinforcement Learning

Libo Xing

Hierarchical Reinforcement Learning (HRL) exploits temporally extended actions, or options, to make decisions from a higher-dimensional perspective to alleviate the sparse reward p…