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researcher

M. Gastegger

29 papers hereh-index 276.7k citations40 works total

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

author position
  • first author6
  • middle author20
  • last author2

Across the 28 of 29 papers where every author was matched, so the position is known.

fields
  • physics.chem-ph18
  • physics.comp-ph5
  • cs.LG4
  • stat.ML2

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedMachine Learning Force Fields

1.6k citations · 5.7k across the 27 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

physics.chem-ph2022★ 91 cited

SchNetPack 2.0: A neural network toolbox for atomistic machine learning

Kristof T. Schütt, Stefaan S. P. Hessmann, Niklas W. A. Gebauer +2

SchNetPack is a versatile neural networks toolbox that addresses both the requirements of method development and application of atomistic machine learning. Version 2.0 comes with a…

physics.chem-ph2022★ 17 cited

Accurate Machine Learned Quantum-Mechanical Force Fields for Biomolecular Simulations

Oliver T. Unke, Martin Stöhr, Stefan Ganscha +8

Molecular dynamics (MD) simulations allow atomistic insights into chemical and biological processes. Accurate MD simulations require computationally demanding quantum-mechanical ca…

physics.chem-ph2022★ 3 cited

Automatic Identification of Chemical Moieties

Jonas Lederer, Michael Gastegger, Kristof T. Schütt +3

In recent years, the prediction of quantum mechanical observables with machine learning methods has become increasingly popular. Message-passing neural networks (MPNNs) solve this…

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