Disagreement-Regularized Importance Sampling for Adversarial Label Corruption
arXiv:2605.07551v1 Announce Type: new
Abstract: Standard Importance Sampling (IS) collapses under label corruption because high-norm examples, prioritized for variance reduction, are often adversarial outliers. We formalize this misalignment using an …