Nonlinear Isometric Manifold Learning for Injective Normalizing Flows

Eike Cramer, Felix Rauh, Alexander Mitsos +2

To model manifold data using normalizing flows, we employ isometric autoencoders to design embeddings with explicit inverses that do not distort the probability distribution. Using…