Sufficiency of Zeroth-Order Reward Shaping for Policy Gradient in Stabilization Control

Yisheng Zhang, Tao Wang, Sicun Gao

Reward shaping is fundamental to modern robotic control with deep reinforcement learning (RL), yet practitioners still rely heavily on heuristic principles borrowed from classical…