Matthew Toews

A Unified Framework for the Mechanics of Information in Convolutional Neural Network Image Space

This paper introduces a unified mathematical framework for modeling information propagation through convolutional neural networks (CNNs), with the aim of connecting descriptions of physical space and information space. A correspondence is presented linking discrete filter symmetry and the relativistic energy--momentum...