Learning Versatile Loco-Manipulation Skills for Quadrupedal Robots through Hierarchical Reinforcement Learning and Behavior Cloning

A hierarchical framework that integrates reinforcement learning and behavior cloning enables a quadrupedal robot to perform diverse manipulation tasks, including lifting baskets, pressing buttons, opening doors, and closing dishwashers, while maintaining stable locomotion over long distances.