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Melih Kandemir

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#machine learning Preprint Sep 2026

Let CSP Be Your ANCHOR: Adaptive Crystal Search over Frozen Structure Priors

De novo crystal generation (DNG) models decide where to search in composition space and how to generate structures with one set of weights. We argue that discovery is better served by separating the two. A crystal structure prediction (CSP) model is a physical prior that should be improved by likelihood training, while...

Emma Lei Hovmand, J. Elsborg, Melih Kandemir et al. · 0 citations

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