Stefan Kolek

12 papers A* 3Journal 6Unranked 3
YearRankTypeTitle / Venue / Authors
2024 A* conf
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy.
ICML
Georgios Kaissis, Stefan Kolek, Borja Balle, Jamie Hayes, Daniel Rueckert
2024 J jnl
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy.
CoRR
Georgios Kaissis, Stefan Kolek, Borja Balle, Jamie Hayes, Daniel Rueckert
2024 — conf
Complex-Valued Federated Learning with Differential Privacy and MRI Applications.
ISIC/iMIMIC/EARTH/DeCaF@MICCAI
Anneliese Riess, Alexander Ziller, Stefan Kolek, Daniel Rueckert, Julia A. Schnabel, Georgios Kaissis
2023 A* conf
Explaining Image Classifiers with Multiscale Directional Image Representation.
CVPR
Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie
2023 J jnl
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit.
CoRR
Stefan Kolek, Aditya Chattopadhyay, Kwan Ho Ryan Chan, Héctor Andrade-Loarca, Gitta Kutyniok, René Vidal
2023 A* conf
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning.
NeurIPS
Georgios Kaissis, Alexander Ziller, Stefan Kolek, Anneliese Riess, Daniel Rueckert
2022 — conf
Cartoon Explanations of Image Classifiers.
ECCV (12)
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
2022 J jnl
Explaining Image Classifiers with Multiscale Directional Image Representation.
CoRR
Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie
2022 J jnl
How Do Input Attributes Impact the Privacy Loss in Differential Privacy?
CoRR
Tamara T. Mueller, Stefan Kolek, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Daniel Rueckert, Georgios Kaissis
2021 J jnl
A Rate-Distortion Framework for Explaining Black-box Model Decisions.
CoRR
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
2021 J jnl
Cartoon Explanations of Image Classifiers.
CoRR
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
2020 — conf
A Rate-Distortion Framework for Explaining Black-Box Model Decisions.
xxAI@ICML
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok