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researcher

Jonas Lederer

7 papers hereh-index 6567 citations9 works total

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

author position
  • first author1
  • middle author6

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • physics.chem-ph3
  • cs.LG2
  • cs.AI1
  • physics.comp-ph1

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedHigher-Order Explanations of Graph Neural Networks via Relevant Walks

268 citations · 508 across the 7 of their papers we have counts for

collaborators
Showing physics.chem-phShow all

3 papers · 1 filter

physics.chem-ph2024★ 16 cited

Analyzing Atomic Interactions in Molecules as Learned by Neural Networks

Malte Esders, Thomas Schnake, Jonas Lederer +4

While machine learning (ML) models have been able to achieve unprecedented accuracies across various prediction tasks in quantum chemistry, it is now apparent that accuracy on a te…

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★ 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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