Energy-Regularized Imitation Learning for Force- and Work-Aware Robotic Manipulation

Toshiki Otani, Hiromu Taketsugu, Norimichi Ukita

This paper studies energy-aware manipulation as a physically grounded learning problem. We define a joint-space mechanical-work proxy from joint torque and angular displacement, an…