Causality-driven Hierarchical Structure Discovery for Reinforcement Learning

Shaohui Peng, Xing Hu, Rui Zhang +9

Hierarchical reinforcement learning (HRL) effectively improves agents' exploration efficiency on tasks with sparse reward, with the guide of high-quality hierarchical structures (e…