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Published on
October 1, 2023
Generalization Gaps of VAE
VAE Generalization
We discuss the two generalization gaps that can affect the test likelihood of VAEs and show that the overfitting of VAE is usually dominated by the overfitting of amortized inference.
Published on
December 31, 2021
A Failure Case of VAE
VAE Manifold
We discuss a simple but important failure mode of VAEs as well as s solution proposed in paper Spread Divergences to fix the broken VAE.

Generalization Gaps of VAE