Nicolò Ruggeri

Fast rates for noisy interpolation require rethinking the effect of inductive bias

Good generalization performance on high-dimensional data crucially hinges on a simple structure of the ground truth and a corresponding strong inductive bias of the estimator. Even though this intuition is valid for regularized models, in this paper we caution against a strong inductive bias for int…