Asymptotics of Ridge Regression in Convolutional Models

Mojtaba Sahraee-Ardakan 1 2 Tung Mai 3 Anup Rao 3 Ryan Rossi 3 Sundeep Rangan 4 Alyson K. Fletcher 1 2

             Abstract                  only slightly away from the initialization (Allen-Zhu et al.,
   Understanding generalization and estimation er-         2018; Soltanolkotabi et al., 2018; Du et al., 2018a;b; Li and
   ror of estimators for simple models such as linear        Liang, 2018; Zou et al., 2020). Yet, these models gener ...