...Xiancheng Ji; Jianjun Yi; Lin Su Purpose The purpose of this paper is to study a reinforcement learning training method with action decoupling and experience transfer capabilities, aiming to overcome the difficulty of robots learning composite actions caused by sparse rewards. When learning...