Robust Regression under Adversarial Contamination: Theory and Algorithms for the Welsch Estimator

Ilyes Hammouda, Mohamed Ndaoud, Abd-Krim Seghouane

Convex and penalized robust regression methods often suffer from a persistent bias induced by large outliers, limiting their effectiveness in adversarial or heavy-tailed settings.…