Learning Infinite Layer Networks Without the Kernel Trick

Roi Livni, Daniel Carmon, Amir Globerson

Abstract: Infinite Layer Networks (ILN) have been proposed as an architecture that mimics neural networks while enjoying some of the advantages of kernel methods. ILN are networks that integrate over infinit...