Before revision:  We develop a novel hierarchical rewards mechanism with a task decomposition method  that enables the robot to efficiently learn a complex hierarchical dynamic task and human behavior for better HRC.
After revision:  We develop a novel hierarchical rewards mechanism with a task decomposition method with a hierarchical reward mechanism that enables the robot to efficiently learn a complex hierarchical dynamic task and human behavior for better HRC.