7 citations · 11 across the 4 of their papers we have counts for
4 papers
Distillation of atomistic foundation models across architectures and chemical domains
John L. A. Gardner, Daniel F. Thomas du Toit, Chiheb Ben Mahmoud +8
Machine-learned interatomic potentials have transformed computational research in the physical sciences. Recent atomistic `foundation' models have changed the field yet again: trai…
The structure and topology of an amorphous metal-organic framework
Thomas C. Nicholas, Daniel F. Thomas du Toit, Louise A. M. Rosset +3
Amorphous metal-organic frameworks are an important emerging materials class that combine the attractive physical properties of the amorphous state with the versatility of metal-or…
The pathway to chirality in elemental tellurium
Yuxing Zhou, Stephen R. Elliott, Daniel F. Thomas du Toit +2
Chiral crystals, like chiral molecules, cannot be superimposed onto their mirror images -- a fundamental property that has been linked to interesting physical behavior and exploite…
Hyperparameter Optimization for Atomic Cluster Expansion Potentials
Daniel F. Thomas du Toit, Yuxing Zhou, Volker L. Deringer
Machine-learning-based interatomic potentials enable accurate materials simulations on extended time- and lengthscales. ML potentials based on the Atomic Cluster Expansion (ACE) fr…