Si-Yuan Chen

Distributionally Robust Universal Classification

The Universal Classification (UC) problem seeks an optimal classifier from a universal policy space that includes all the measurable functions to minimize the zero-one loss. However, conventional empirical risk minimization often leads to overfitting and poor out-of-sample performance. To address this limitation, we st...