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convert MonetAutoencoder to a variational autoencoder #36

@jeff-regier

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@jeff-regier
  • add a term to the loss function that penalizes the KL divergence between the posterior and the prior
  • show that the SpatialVAE has a higher ELBO value than a TrivialVAE (based on TrivialAutoencoder)

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