Spherical Cauchy Variational Autoencoders: Heavy Angular Tails and Exact KL Evaluation

Lukas Sablica, Kurt Hornik

Heavy-tailed posteriors are routine in Euclidean variational autoencoders, where the Student family relaxes the Gaussian without new machinery. The sphere has had no comparable opt…