Constructing VAE Latent Spaces with Prescribed Topology

Jilles S. van Hulst, Jakub M. Tomczak, W. P. M. H. Heemels +1

Variational autoencoders (VAEs) learn low-dimensional latent representations of high-dimensional data. When the data lies on a manifold with non-Euclidean topology, the standard Ga…