Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance

Charles Camboulin, Diego Doimo, Aldo Glielmo

This work presents an analysis of the hidden representations of Variational Autoencoders (VAEs) using the Intrinsic Dimension (ID) and the Information Imbalance (II). We show that…