Stefan Kolek

2022202320247 18 1

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Gitta KutyniokBavarian AI Chair for Mathematical Foundations of Artificial Intelligence, LMU MunichVerified email at math.lmu.de
Ron LevieFaculty of Mathematics, Technion – Israel Institute of TechnologyVerified email at technion.ac.il
Joan BrunaCourant Institute of Mathematical Sciences, New York UniversityVerified email at cims.nyu.edu
Georgios KaissisTechnical University of MunichVerified email at tum.de
Daniel RueckertTechnical University of Munich and Imperial College LondonVerified email at tum.de
Rene VidalRachleff University Professor, University of Pennsylvania; Amazon Scholar; Chief Scientist, NORCEVerified email at jhu.edu

Stefan Kolek

Verified email at math.lmu.de - Homepage


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A rate-distortion framework for explaining black-box model decisions S Kolek, DA Nguyen, R Levie, J Bruna, G Kutyniok International Workshop on Extending Explainable AI Beyond Deep Models and …, 2022	12	2022
Cartoon explanations of image classifiers S Kolek, DA Nguyen, R Levie, J Bruna, G Kutyniok European Conference on Computer Vision, 443-458, 2022	9	2022
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning G Kaissis, A Ziller, S Kolek, A Riess, D Rueckert Advances in Neural Information Processing Systems 36, 2024	2	2024
Explaining image classifiers with multiscale directional image representation S Kolek, R Windesheim, H Andrade-Loarca, G Kutyniok, R Levie Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023	2	2023
How Do Input Attributes Impact the Privacy Loss in Differential Privacy? TT Mueller, S Kolek, F Jungmann, A Ziller, D Usynin, M Knolle, ... AAAI 2023, Workshop on Privacy-Preserving Artificial Intelligence., 2022	2	2022
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit S Kolek, A Chattopadhyay, KHR Chan, H Andrade-Loarca, G Kutyniok, ... arXiv preprint arXiv:2312.11548, 2023		2023

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