How good are universal MLIPs for alloys? A benchmark is only as trustworthy as its controls

Gus L. W. Hart, Jacob N. Pursley

Universal machine-learned interatomic potentials (uMLIPs) are ranked by their formation-energy error against a DFT database, as if that database were ground truth, but independent…