Asymptotic Analysis of Deep Residual Networks

Rama Cont, Alain Rossier, Renyuan Xu

We investigate the asymptotic properties of deep Residual networks (ResNets) as the number of layers increases. We first show the existence of scaling regimes for trained weights m…