The Pontryagin Maximum Principle for Training Convolutional Neural Networks

Sebastian Hofmann, Alfio Borzì

A novel batch sequential quadratic Hamiltonian (bSQH) algorithm for training convolutional neural networks (CNNs) with $L^0$-based regularization is presented. This methodology is…