Author

Natascia L. Fragapane

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Preprint Jul 2026

Amorphous materials as a frontier challenge for universal interatomic potentials

Pre-trained or'foundational'machine-learned interatomic potentials (MLIPs) are now widely used in materials modelling. However, early pre-trained models and benchmarks have largely focused on ordered, crystalline structures, and their transferability to non-crystalline solids remains unclear. Here, we show that the amo...

Natascia L. Fragapane, Volker L. Deringer · 2 citations