Characterizing the Generalization Error of Random Feature Regression with Arbitrary Data-Augmentation
arXiv:2605.10290v1 Announce Type: new
Abstract: This paper aims at analyzing the regularization effect that data augmentation induces on supervised regression methods in the proportional regime, where the number of covariates grows proportionally to t…