Max-Affine Spline Insights into Deep Generative Networks

Randall Balestriero, Sebastien Paris, Richard Baraniuk

We connect a large class of Generative Deep Networks (GDNs) with spline operators in order to derive their properties, limitations, and new opportunities. By characterizing the lat…