Stefan Kolek

PhD student, LMU Mathematics Institute, Institut für Mathematik

Joined

September 2021

Names

Stefan Kolek (Preferred)

Emails

****@math.lmu.de (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

LMU Mathematics Institute , Institut für Mathematik (lmu.de)

2021 – Present

Advisors, Relations & Conflicts

Coauthor

Rene Vidal

2023 – Present

PhD Advisor

Gitta Kutyniok

2021 – Present

Coauthor

Ron Levie

2021 – Present

Coauthor

Joan Bruna

2021 – Present

Expertise

Explainable AI

Interpretable ML

Sparsity

2021 – Present

Publications

Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
Georgios Kaissis, Stefan Kolek, Borja Balle, Jamie Hayes, Daniel Rueckert
- ICML 2024 Poster
- Readers: Everyone
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
Georgios Kaissis, Stefan Kolek, Borja Balle, Jamie Hayes, Daniel Rueckert
- ICML 2024
- Readers: Everyone
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning
Georgios Kaissis, Alexander Ziller, Stefan Kolek, Anneliese Riess, Daniel Rueckert
- NeurIPS 2023 poster
- Readers: Everyone
Explaining Image Classifiers with Multiscale Directional Image Representation
Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie
- CVPR 2023
- Readers: Everyone
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit
Stefan Kolek, Aditya Chattopadhyay, Kwan Ho Ryan Chan, Héctor Andrade-Loarca, Gitta Kutyniok, René Vidal
- CoRR 2023
- Readers: Everyone
How Do Input Attributes Impact the Privacy Loss in Differential Privacy?
Tamara T. Mueller, Stefan Kolek, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Daniel Rueckert, Georgios Kaissis
- 2022 (modified: 24 Apr 2023)
- CoRR 2022
- Readers: Everyone
Cartoon Explanations of Image Classifiers
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- ECCV (12) 2022
- Readers: Everyone
Explaining Image Classifiers with Multiscale Directional Image Representation
Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
Cartoon Explanations of Image Classifiers
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
- 29 Sept 2021 (modified: 13 Feb 2023)
- ICLR 2022 Conference Withdrawn Submission
- Readers: Everyone
A Rate-Distortion Framework for Explaining Black-box Model Decisions
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- CoRR 2021
- Readers: Everyone

View all 11 publications

Stefan Kolek

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors