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Stefan Kolek
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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
162022
Cartoon explanations of image classifiers
S Kolek, DA Nguyen, R Levie, J Bruna, G Kutyniok
European Conference on Computer Vision, 443-458, 2022
112022
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
32023
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
22024
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
22022
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
12023
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
G Kaissis, S Kolek, B Balle, J Hayes, D Rueckert
arXiv preprint arXiv:2406.08918, 2024
2024
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