Stefan Haufe
Scholar

Stefan Haufe

Google Scholar ID: fVzmgmYAAAAJ
Technische Universität Berlin, Physikalisch-Technische Bundesanstalt, Charité - Universitätsmedizin
Machine LearningSignal ProcessingNeuroimagingBrain ConnectivityAI in Biomedicine
Homepage↗Google Scholar↗
Citations & Impact
All-time
Citations
5,545
 
H-index
36
 
i10-index
71
 
Publications
20
 
Co-authors
173
list available
Contact
No contact links provided.
Publications
7 items
cc-Shapley: Measuring Multivariate Feature Importance Needs Causal Context
2026
Cited
0
Generative clinical time series models trained on moderate amounts of patient data are privacy preserving
2026
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0
The effect of whitening on explanation performance
2026
Cited
0
Feature salience -- not task-informativeness -- drives machine learning model explanations
2026
Cited
0
Explainable AI Methods for Neuroimaging: Systematic Failures of Common Tools, the Need for Domain-Specific Validation, and a Proposal for Safe Application
2025
Cited
0
Minimizing False-Positive Attributions in Explanations of Non-Linear Models
2025
Cited
0
Estimating Time Delays between Signals under Mixed Noise Influence with Novel Cross- and Bispectral Methods
2025
Cited
0
Resume (English only)
Academic Achievements
  • Published multiple papers and conducted in-depth research in relevant fields.
Research Experience
  • Involved in projects such as Explainable AI, EEG Functional Connectivity, and ICU Data Analysis.
Background
  • Research interests include uncertainty, inverse modeling, and machine learning.
Co-authors
173 total
Klaus-Robert Müller
Klaus-Robert Müller
TU Berlin & Korea University & Google DeepMind & Max Planck Institute for Informatics, Germany
Co-author 2
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Michael Tangermann
Michael Tangermann
Donders Insitute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands, and
Co-author 7
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Co-author 8