Hyperspherical Variational Autoencoders Using Efficient Spherical Cauchy Distribution

Lukas Sablica, Kurt Hornik

We propose spherical Cauchy (spCauchy) latent variables for variational autoencoders on hyperspherical latent spaces. The spCauchy family has heavy-tailed global behavior and admit…