Author

Henry B. Moss

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Preprint Oct 2026

Spatial Prediction with Guided Diffusion

Spatial prediction is a critically important task in data analyses that involve spatially or spatio-temporally-referenced data. It is commonly carried out using hierarchical models, which comprise a process model describing the latent process of interest, and a data model describing how the process is observed. The tar...

Andrew Zammit-Mangion, L. Astfalck, Raphael Huser et al. · 0 citations

Jul 2026

LatentFlow: A General Framework for Conditioning Stochastic Processes

LatentFlow is introduced, a single framework for conditioning stochastic processes, with no learned neural approximations and no training, that enables conditional sampling in seconds on a single desktop CPU across model classes that have never shared a scalable method.

Louis Sharrock, L. Astfalck, Henry B. Moss · arXiv.org · 0 citations