Shweta Dutta

Aggregated Posterior Predictive Checks for Generative Modeling

Experiments with variational autoencoders show that aggregated posterior sampling improves generation for heavy-tailed and clustered data relative to Gaussian prior sampling while performing comparably to models with more flexible latent priors.