Generalization in Nonlinear Least Squares via Learned Feature Geometry

Ayub Kharel, Ilja Kuzborskij, Patrick Rebeschini +1

We study the generalization of ridge-regularized nonlinear least-squares models via on-average algorithmic stability, deriving error bounds for local minimizers in terms of a data-…