Ukjo Hwang

Scalable and Robust Reinforcement Learning Through Expectile Regression.

Robust reinforcement learning (RRL) aims to develop a robust policy that maintains stable performance across diverse environments characterized by an uncertainty set. This set consists of perturbed environments derived from a nominal (training) environment that generates samples, thereby capturing potential discrepanci...