Semih Kurt

Cooperation in the Latent Space: The Benefits of Adding Mixture Components in Variational Autoencoders

In this paper, we show how the mixture components cooperate when they jointly adapt to maximize the ELBO. We build upon recent advances in the multiple and adaptive importance sampling literature. We then model the mixture components using separate encoder networks and show empirically that the ELBO…