Variational formulations of ODE-Net as a mean-field optimal control problem and existence results

Noboru Isobe, Mizuho Okumura

This paper presents a mathematical analysis of ODE-Net, a continuum model of deep neural networks (DNNs). In recent years, Machine Learning researchers have introduced ideas of rep…