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Gemma E. Moran

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#machine learning Preprint Sep 2026

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.

Shweta Dutta, Gemma E. Moran · 0 citations