A Note on Generalization in Variational Autoencoders: How Effective Is Synthetic Data & Overparameterization?

Tim Z. Xiao, Johannes Zenn, Robert Bamler

Variational autoencoders (VAEs) are deep probabilistic models that are used in scientific applications. Many works try to mitigate this problem from the probabilistic methods persp…