Zakariya El-Machachi

5PUBLICATIONS
88CO-AUTHORS
Computational chemistrySemi- and unsupervised learningFunctional materialsMicroelectromechanical systems (MEMS)Elemental semiconductors
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Publications (5)

|Nov 13, 2025
A foundation model for atomistic materials chemistry.

Ilyes Batatia, Philipp Benner, Yuan Chiang

|Oct 23, 2025
Assessing zero-shot generalisation behaviour in graph-neural-network interatomic potentials.

Chiheb Ben Mahmoud, Zakariya El-Machachi, Krystian A Gierczak

|Jun 26, 2025
Mechanical properties of graphene oxide from machine-learning-driven simulations.

Zakariya El-Machachi, Bowen Cheng, Volker L Deringer

|Jul 27, 2023
Machine-learned acceleration for molecular dynamics in CASTEP.

Tamás K Stenczel, Zakariya El-Machachi, Guoda Liepuoniute

|Dec 22, 2022
Exploring the configurational space of amorphous graphene with machine-learned atomic energies.

Zakariya El-Machachi, Mark Wilson, Volker L Deringer

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