Cédric Gerbelot

Learning curves of generic features maps for realistic datasets with a teacher-student model

2021 · Infoscience (Ecole Polytechnique Fédérale de Lausanne)

Teacher-student models provide a framework in which the typical-case performance of high-dimensional supervised learning can be described in closed form. The assumptions of Gaussian i.i.d. input data underlying the canonical teacher-student model may, however, be …