Density estimation on low-dimensional manifolds: an inflation-deflation approach

Christian Horvat, Jean-Pascal Pfister

Normalizing Flows (NFs) are universal density estimators based on Neural Networks. However, this universality is limited: the density's support needs to be diffeomorphic to a Eucli…