Flow matching enables accurate prediction of partially occupied crystal structures

CatAstro_Piyush · x · 2026-10-09

A materials science paper introduces a new structure-prediction method: whereas conventional generative models can only handle fully occupied (occupancy = 1) ordered structures, this work represents occupancy as a matrix and learns it with flow matching, accurately predicting partially occupied, disordered structures from composition and site count. An important capability for battery and catalyst materials research.

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