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researcher

John L. A. Gardner

8 papers hereh-index 6201 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author5

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • physics.chem-ph4
  • physics.comp-ph3
  • cond-mat.mtrl-sci1

identity via Semantic Scholar / OpenAlex

activity
20222025
most citedHow to validate machine-learned interatomic potentials

129 citations · 141 across the 8 of their papers we have counts for

collaborators
Showing 2025 · physics.comp-phShow all

1 paper · 2 filters

physics.comp-ph2025★ 7 cited

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…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.