activity
20242026
most citedA practical guide to machine learning interatomic potentials -- Status and future

203 citations · 216 across the 18 of their papers we have counts for

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14 papers · 1 filter

cond-mat.mtrl-sci2026

A hidden low-temperature transformation pathway in compositionally complex materials

Yujiao Li, Elaheh Akbarnejad, Quentin Bizot +9

Most compositionally complex materials (CCMs, frequently referred to as high entropy alloys) are metastable and their attractive properties often belong to kinetically trapped stat…

cond-mat.mtrl-sci2026

Computing binary alloy phase diagrams with explicit configurational and vibrational entropy

Sarath Menon, Marvin Poul, Tilmann Hickel +2

Phase stability in multicomponent solid solutions depends on configurational entropy beyond the ideal mixing limit, but capturing it together with vibrational entropy within the sa…

cond-mat.mtrl-sci2026

A general-purpose atomic cluster expansion interatomic potential for niobium

Aleksei Egorov, Ralf Drautz, Thomas Hammerschmidt

Niobium, a body-centered cubic transition metal, poses a challenge for interatomic potentials, which struggle to capture its properties, such as phonons, high-pressure behavior, en…

cond-mat.mtrl-sci2026

Hydride formation and phase separation in palladium nanoparticles from a transferable atomic cluster expansion potential

Minaam Qamar, Apinya Ngoipala, Matous Mrovec +2

The palladium-hydrogen system is a prototype for hydrogen-metal interactions and underpins technologies such as hydrogen storage, catalysis and purification. Yet its nanoscale beha…

cond-mat.mtrl-sci2026

Hydrogen uptake and hydride formation in AlCoCrFeNi high-entropy alloys: First-principles, universal-potential, and experimental study

Fritz Körmann, Yuji Ikeda, Konstantin Glazyrin +9

Hydrogen uptake in complex multicomponent alloys, including high-entropy alloys (HEAs), governs both hydrogen storage capacity and resistance to hydrogen-induced degradation. We co…

cond-mat.mtrl-sci20261 cited

Exploring the extremes: atomic basis for multi-elemental materials science under complex thermodynamic conditions

Anton Bochkarev, Yury Lysogorskiy, Aparna Subramanyam +2

Modern materials science has historically been founded on combining restricted subsets of the periodic table, favoring high-purity, few-element systems. However, the demands of an…