Geometrically Enriched Latent Spaces

Georgios Arvanitidis, Søren Hauberg, Bernhard Schölkopf

A common assumption in generative models is that the generator immerses the latent space into a Euclidean ambient space. Instead, we consider the ambient space to be a Riemannian m…