Dengpeng Xing

Learning Stable Subgoal Representation in Hierarchical Reinforcement Learning With Causal Factorization.

This article proposes a novel causal approach to learning subgoal spaces that learns higher quality subgoal representations and outperforms current methods, and proposes a regularization method to alleviate representation collapse and improve stability.