Disagreement-Regularized Importance Sampling for Adversarial Label Corruption

Csongor Horváth, Ida-Maria Sintorn, Prashant Singh

Standard Importance Sampling (IS) collapses under label corruption because high-norm examples, prioritized for variance reduction, are often adversarial outliers. We formalize this…