Stefan Kolek
Email: kolek@math.lmu.de
CV | Google Scholar | Github
Hi, I'm Stefan, welcome to my personal website! Currently, I'm a Computer Science Ph.D. student at Ludwig-Maximilians-University Munich. Previously I studied Math at TU Berlin (master) and LMU Munich (undergrad). My research focuses on trustworthy machine learning, particularly Explainable AI and Differentially Private Machine Learning.
G. Kaissis*, S. Kolek*, B. Balle, J. Hayes, D. Rückert. Beyond the Calibration Point: Mechanism Comparison in Differential Privacy. ICML 2024
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G. Kaissis, A. Ziller, S. Kolek, A. Riess, D. Rückert. Optimal privacy guarantees for a relaxed threat model:
Addressing sub-optimal adversaries in differentially
private machine learning. NeurIPS 2023
PDF
S. Kolek, R. Windesheim, H. Andrade-Loarca, G. Kutyniok, R. Levie. Explaining Image
Classifiers with Multiscal Directional Image Representation. CVPR 2023
PDF | Code
S. Kolek, D. Nguyen, R. Levie, J. Bruna, G. Kutyniok. Cartoon Explanations of Image
Classifiers. ECCV 2022 (Oral)
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Code
Reach out and say hi if you are interested in my research or working together: kolek@math.lmu.de