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researcher

James P Darby

5 papers hereh-index 3703 citations5 works total

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

author position
  • first author1
  • middle author3

Across the 4 of 5 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci2
  • physics.chem-ph2
  • physics.comp-ph1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedA foundation model for atomistic materials chemistry

249 citations · 250 across the 4 of their papers we have counts for

collaborators
Showing physics.chem-phShow all

2 papers · 1 filter

physics.chem-ph2026

Regularity Priors for the Linear Atomic Cluster Expansion

James P. Darby, Joe D. Morrow, Albert P. Bartók +3

Machine-learned interatomic potentials enable large systems to be simulated for long time scales at near ab-initio accuracy. This accuracy is achieved by fitting extremely flexible…

physics.chem-ph2024★ 249 cited

A foundation model for atomistic materials chemistry

Ilyes Batatia, Philipp Benner, Yuan Chiang +85

Atomistic simulations of matter, especially those that leverage first-principles (ab initio) electronic structure theory, provide a microscopic view of the world, underpinning much…

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