crossrefJournal of Geophysical Research: Machine Learning and Computation2026-05-13
Multidimensional Distributional Neural Network Output Demonstrated in Super‐Resolution of Surface Wind Speed
Harrison J. Goldwyn, Mitchell Krock, Johann Rudi, Daniel Getter, Julie Bessac
Abstract Accurate quantification of uncertainty in neural network predictions remains a central challenge for scientific applications involving high‐dimensional, correlated data. While existing methods capture either aleatoric or epistemic uncertainty, few offer closed‐form, mult…