Wasserstein Robust Classification Error: Surrogate Loss Misalignment and Distributional Attacks

Bach C. Le, Tung V. Dao, Binh T. Nguyen +1

Wasserstein distributionally robust optimization (WDRO) provides a framework for evaluating model robustness through the worst-case expectation in the Wasserstein ball around a ref…