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Matthias Rupp

University of Konstanz · DE
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Area of research
Materials Chemistry · Computational Theory and Mathematics
Research interest
Research interests include Machine Learning in Materials Science, Computational Drug Discovery Methods, Protein Structure and Dynamics, and X-ray Diffraction in Crystallography.
h-index
31
citations
10,851
works
107
NIH funding
primary concept
email

Recent publications

Crash testing machine learning force fields for molecules, materials, and interfaces: molecular dynamics in the TEA challenge 2023
Chemical Science 2025cited by 19position: middledoi
Heat flux for semilocal machine-learning potentials
Physical review. B./Physical review. B 2023cited by 23position: lastdoi
Identifying domains of applicability of machine learning models for materials science
Nature Communications 2020cited by 143position: middledoi
Machine-learned multi-system surrogate models for materials prediction
npj Computational Materials 2019cited by 167position: middledoi
Big Data Meets Quantum Chemistry Approximations: The Δ-Machine Learning Approach
Journal of Chemical Theory and Computation 2015cited by 871position: middledoi
Quantum chemistry structures and properties of 134 kilo molecules
Scientific Data 2014cited by 1,998position: middledoi
Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning
Physical Review Letters 2012cited by 2,373position: firstdoi
DOGS: Reaction-Driven de novo Design of Bioactive Compounds
PLoS Computational Biology 2012cited by 264position: middledoi

Grants

No grants ingested yet.

Frequent collaborators

O. Anatole von Lilienfeld · University of Toronto3 papers (2012–2015)Raghunathan Ramakrishnan · Tata Institute of Fundamental Research2 papers (2014–2015)Pavlo O. Dral · Xiamen University2 papers (2014–2015)Matthias Scheffler · University of Cologne2 papers (2020–2023)Gábor Cśanyi · University of Cambridge1 papers (2019–2019)Alexandre Tkatchenko · University of Luxembourg1 papers (2012–2012) · 1 papers (2019–2019) · 1 papers (2012–2012) · 1 papers (2019–2019)Gus L. W. Hart · Brigham Young University1 papers (2019–2019)Jilles Vreeken · University of Antwerp1 papers (2020–2020)Christopher Sutton · Georgia Institute of Technology1 papers (2020–2020)Mario Boley · Monash University1 papers (2020–2020) · 1 papers (2019–2019)Christian Carbogno · Fritz Haber Institute of the Max Planck Society1 papers (2023–2023)Miriam Walter · NBE Therapeutics (Switzerland)1 papers (2012–2012) · 1 papers (2019–2019)Marcel F. Langer · École Polytechnique Fédérale de Lausanne1 papers (2023–2023)Luca M. Ghiringhelli · Humboldt-Universität zu Berlin1 papers (2020–2020)Holger Stark · Goethe University Frankfurt1 papers (2012–2012)
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