Improving the Robustness of Reinforcement Learning Policies with ${\mathcal{L}}_1$ Adaptive Control

Y. Cheng, P. Zhao, F. Wang +2

A reinforcement learning (RL) control policy could fail in a new/perturbed environment that is different from the training environment, due to the presence of dynamic variations. F…