John L A Gardner

5PUBLICATIONS
89CO-AUTHORS
Computational chemistrySemi- and unsupervised learningDeep learningMetal organic frameworksAtomic and molecular physics
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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 12, 2024
Data as the next challenge in atomistic machine learning.

Chiheb Ben Mahmoud, John L A Gardner, Volker L Deringer

|Sep 05, 2023
Coarse-grained versus fully atomistic machine learning for zeolitic imidazolate frameworks.

Zoé Faure Beaulieu, Thomas C Nicholas, John L A Gardner

|Apr 01, 2023
How to validate machine-learned interatomic potentials.

Joe D Morrow, John L A Gardner, Volker L Deringer

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