Universal Approximation Property of Fully Convolutional Neural Networks with Zero Padding

Geonho Hwang, Myungjoo Kang

The Convolutional Neural Network (CNN) is one of the most prominent neural network architectures in deep learning. Despite its widespread adoption, our understanding of its univers…