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stat.ME2026
Scalable Heteroskedastic Gaussian Process Models for Large Inhomogeneous Datasets
K. Potter, K. R. Moran, R. Ulrich +5
We introduce Heteroskedastic Normalized Vecchia Gaussian Processes (HetNV), a scalable framework for Gaussian process regression with input-dependent observation noise. HetNV combi…
stat.ME2026★ 1 cited
Estimating Complex Densities using Two-Stage Normalizing Flows
Roxana Darvishi, David C. Stenning, Ted von Hippel +1
In many scientific applications, the target probability distribution cannot be evaluated in closed form or sampled from directly. Instead, it can often be decomposed into multiple…