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Michael Kraus
Assistant Professor, Civil and Environmental Engineering, Technische Universität Darmstadt
Joined
May 2025
Names
Michael Kraus
(Preferred)
,
Michael Anton Kraus
,
Michael A. Kraus
Emails
****@ibk.baug.ethz.ch
(Confirmed)
,
****@ismd.tu-darmstadt.de
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
Career & Education History
Assistant Professor
Civil and Environmental Engineering,
Technische Universität Darmstadt
(tu-darmstadt.de)
2024
–
Present
Researcher
ETHZ - ETH Zurich
(ethz.ch)
2020
–
2024
Postdoc
Stanford University
(stanford.edu)
2020
–
2020
PhD student
Universität der Bundeswehr München
(unibw-muenchen.de)
2015
–
2019
MS student
Technische Universität München
(tum.de)
2011
–
2014
Advisors, Relations & Conflicts
Coworker
Dominik Michels
2024
–
2025
PhD Advisor
Rafael Bischof
2021
–
2025
Coauthor
Fernando Perez-Cruz
2021
–
2025
Expertise
Scientific Machine Learning
Present
Deep Learning
Present
SciML
,
PINNs
,
DeepONets
2020
–
Present
Publications
Guided generation of strut-and-tie models for reinforced concrete structures with parametric graph grammatical evolution
Karin Yu
,
Eleni N. Chatzi
,
Walter Kaufmann
,
Michael A. Kraus
Adv. Eng. Informatics 2026
Readers:
Everyone
Bayesian Surrogates for Risk-Aware Pre-Assessment of Aging Bridge Portfolios
Sophia V. Kuhn
,
Rafael Bischof
,
Marius Weber
,
Antoine Binggeli
,
Michael Kraus
,
Walter Kaufmann
,
Fernando Perez-Cruz
NeurIPS 2025 Workshop MLxOR
Readers:
Everyone
Bayesian Surrogates for Risk-Aware Pre-Assessment of Aging Bridge Portfolios
Sophia V. Kuhn
,
Rafael Bischof
,
Marius Weber
,
Antoine Binggeli
,
Michael A. Kraus
,
Walter Kaufmann
,
Fernando Pérez-Cruz
CoRR 2025
Readers:
Everyone
HyPINO: Multi-Physics Neural Operators via HyperPINNs and the Method of Manufactured Solutions
Rafael Bischof
,
Michal Piovarci
,
Michael A. Kraus
,
Siddhartha Mishra
,
Bernd Bickel
CoRR 2025
Readers:
Everyone
Discovery of Fatigue Strength Models via Feature Engineering and automated eXplainable Machine Learning applied to the welded Transverse Stiffener
Michael A. Kraus
,
Helen Bartsch
CoRR 2025
Readers:
Everyone
HyPINO: Multi-Physics Neural Operators via HyperPINNs and the Method of Manufactured Solutions
Rafael Bischof
,
Michal Piovarci
,
Michael Anton Kraus
,
Siddhartha Mishra
,
Bernd Bickel
NeurIPS 2025 spotlight
Readers:
Everyone
Predictive structural assessment with Bayesian deep learning
Sophia V. Kuhn
,
Marius Weber
,
Antoine Binggeli
,
Michael A. Kraus
,
Fernando Pérez-Cruz
,
Walter Kaufmann
Adv. Eng. Informatics 2025
Readers:
Everyone
AIXD: AI-eXtended Design Toolbox for data-driven and inverse design
Alessandro Maissen
,
Aleksandra Anna Apolinarska
,
Sophia V. Kuhn
,
Luis Salamanca
,
Michael A. Kraus
,
Konstantinos Tatsis
,
Gonzalo Casas
,
Rafael Bischof
,
Romana Rust
,
Walter Kaufmann
,
Fernando Pérez-Cruz
,
Matthias Kohler
Comput. Aided Des. 2025
Readers:
Everyone
Counterfactual Image Generation for adversarially robust and interpretable Classifiers
Rafael Bischof
,
Florian Scheidegger
,
Michael Anton Kraus
,
Cristiano Malossi
Submitted to ICLR 2024
Readers:
Everyone
Counterfactual Image Generation for adversarially robust and interpretable Classifiers
Rafael Bischof
,
Florian Scheidegger
,
Michael A. Kraus
,
A. Cristiano I. Malossi
Published: 01 Jan 2023, Last Modified: 06 Nov 2023
CoRR 2023
Readers:
Everyone
View all 15 publications
Co-Authors
A. Cristiano I. Malossi
Aleksandra Anna Apolinarska
Alessandro Maissen
Antoine Binggeli
Bernd Bickel
Cenk Kocer
Cristiano Malossi
Daniel Hall
Eleni N. Chatzi
Fernando Perez-Cruz
Fernando Pérez-Cruz
Florian Scheidegger
Gonzalo Casas
Helen Bartsch
Henrik Riedel
Irfan Custovic
Isabell Schulz
Jens Schneider
Karin Yu
Konstantinos Tatsis
Luis Salamanca
Marius Weber
Matthias Kohler
Maximilian Rietschel
Michael Drass
View all 34 co-authors