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researcher

Stefan Chmiela

28 papers hereh-index 188.4k citations43 works total

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

author position
  • first author5
  • middle author16
  • last author6

Across the 27 of 28 papers where every author was matched, so the position is known.

fields
  • physics.chem-ph17
  • cs.LG6
  • physics.comp-ph3
  • cond-mat.mtrl-sci1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20162026
most citedMachine Learning Force Fields

1.6k citations · 7.4k across the 26 of their papers we have counts for

collaborators
Showing cond-mat.mtrl-sciShow all

1 paper · 1 filter

cond-mat.mtrl-sci2021★ 76 cited

BIGDML: Towards Exact Machine Learning Force Fields for Materials

Huziel E. Sauceda, Luis E. Gálvez-González, Stefan Chmiela +3

Machine-learning force fields (MLFF) should be accurate, computationally and data efficient, and applicable to molecules, materials, and interfaces thereof. Currently, MLFFs often…

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