MPC-Injection: Biasing Off-Policy Locomotion RL Toward Controller-Induced Behavior Basins

Roy Xing, Seyoung Ree, Brian Plancher

Reinforcement learning (RL) for locomotion frequently converges to locally optimal but undeployable behaviors, such as vibrating limbs or scooting on the torso, that maximize retur…