Generalization of the Change of Variables Formula with Applications to Residual Flows

Niklas Koenen, Marvin N. Wright, Peter Maaß +1

Normalizing flows leverage the Change of Variables Formula (CVF) to define flexible density models. Yet, the requirement of smooth transformations (diffeomorphisms) in the CVF pose…