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J

John L. A. Gardner

University of Oxford

6H-index
20Paper Count
285Citation Count
Published Papers 9
Publication Date
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Release the HOGS: An unsupervised marker extraction, classification and georeferencing approach for biodiversity data
errMETHODS IN ECOLOGY AND EVOLUTION
IF6.2
err2025-10-01
err0
errOAAI
errRavenscroft, Harri; Gardner, John; Perktas, Utku; Saupe, Erin
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Assessing zero-shot generalisation behaviour in graph-neural-network interatomic potentials
errDigital Discovery
IF5.6
err2025-09-30
err0
errOAAI
errChiheb Ben Mahmoud; Zakariya El-Machachi; Krystian A. Gierczak; John L. A. Gardner; Volker L. Deringer
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errSave
An automated framework for exploring and learning potential-energy surfaces
errNature Communications
IF15.7
err2025-08-18
err0
errOAAI
errYuanbin Liu; Joe D. Morrow; Christina Ertural; Natascia L. Fragapane; John L. A. Gardner; Aakash A. Naik; Yuxing Zhou; Janine George; Volker L. Deringer
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errSave
Data as the next challenge in atomistic machine learning
errNATURE COMPUTATIONAL SCIENCE
IF18.3
err2024-06-12
err3
PREAI
errBen Mahmoud, Chiheb; Gardner, John L. A.; Deringer, Volker L.
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errSave
Synthetic pre-training for neural-network interatomic potentials
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2024-01-10
err8
errOAAI
errGardner, John L. A.; Baker, Kathryn T.; Deringer, Volker L.
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errSave
How to validate machine-learned interatomic potentials
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2023-03-24
err59
errOAAI
errMorrow, Joe D.; Gardner, John L. A.; Deringer, Volker L.
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errSave
Coarse-grained versus fully atomistic machine learning for zeolitic imidazolate frameworks
errCHEMICAL COMMUNICATIONS
IF4.2
err2023-01-01
err5
errOAAI
errBeaulieu, Zoe Faure; Nicholas, Thomas C.; Gardner, John L. A.; Goodwin, Andrew L.; Deringer, Volker L.
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errSave
Synthetic data enable experiments in atomistic machine learning
errDIGITAL DISCOVERY
IF5.6
err2023-01-01
err9
errOAAI
errGardner, John L. A.; Beaulieu, Zoe Faure; Deringer, Volker L.
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errSave
Using spectroscopy to probe relaxation, decoherence, and localization of photoexcited states in π-conjugated polymers
errFARADAY DISCUSSIONS
IF3.1
err2020-01-01
err1
PREAI
errBarford, William; Gardner, John L. A.; Mannouch, Jonathan R.
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
V
Volker L. Deringer
H-index: 53 · Papers: 284
A
Andrew L. Goodwin
H-index: 52 · Papers: 568
E
Erin E. Saupe
H-index: 36 · Papers: 219
W
William Barford
H-index: 30 · Papers: 185
J
Janine George
H-index: 24 · Papers: 169
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