Generalized Graph Variational Autoencoders: Bounded Divergences Control Posterior Collapse
The variational graph autoencoder (VGAE) regularizes its posterior toward the prior with the Kullback-Leibler divergence, a choice inherited from the variational autoencoder rather than argued for. We introduce the generalized graph variational autoencoder (GGVA), which replaces that term with any member of the R\'enyi...
Kleyton da Costa, Bernardo Modenesi, I. Menezes et al.
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