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Stefan Kolek Martinez de Azagra

Stefan Kolek

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Conference and Workshop Papers

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2023
[c4]
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  - conf/cvpr/KolekWAKL23
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  - https://dblp.org/rec/conf/cvpr/KolekWAKL23
Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie:
Explaining Image Classifiers with Multiscale Directional Image Representation. CVPR 2023: 18600-18609
[c3]
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Georgios Kaissis, Alexander Ziller, Stefan Kolek, Anneliese Riess, Daniel Rueckert:
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning. NeurIPS 2023
2022
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  - conf/eccv/KolekNLBK22
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Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok:
Cartoon Explanations of Image Classifiers. ECCV (12) 2022: 443-458
2020
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  - conf/icml/KolekNLBK20
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Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok:
A Rate-Distortion Framework for Explaining Black-Box Model Decisions. xxAI@ICML 2020: 91-115

Informal and Other Publications

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2023
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  - journals/corr/abs-2312-11548
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Stefan Kolek, Aditya Chattopadhyay, Kwan Ho Ryan Chan, Héctor Andrade-Loarca, Gitta Kutyniok, René Vidal:
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit. CoRR abs/2312.11548 (2023)
2022
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  - journals/corr/abs-2210-13028
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Georgios Kaissis, Alexander Ziller, Stefan Kolek Martinez de Azagra, Daniel Rueckert:
Generalised Likelihood Ratio Testing Adversaries through the Differential Privacy Lens. CoRR abs/2210.13028 (2022)
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  - journals/corr/abs-2211-10173
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Tamara T. Mueller, Stefan Kolek, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Daniel Rueckert, Georgios Kaissis:
How Do Input Attributes Impact the Privacy Loss in Differential Privacy? CoRR abs/2211.10173 (2022)
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  - journals/corr/abs-2211-12857
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Stefan Kolek, Robert Windesheim, Héctor Andrade-Loarca, Gitta Kutyniok, Ron Levie:
Explaining Image Classifiers with Multiscale Directional Image Representation. CoRR abs/2211.12857 (2022)
2021
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  - journals/corr/abs-2110-03485
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Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok:
Cartoon Explanations of Image Classifiers. CoRR abs/2110.03485 (2021)
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  - journals/corr/abs-2110-08252
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Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok:
A Rate-Distortion Framework for Explaining Black-box Model Decisions. CoRR abs/2110.08252 (2021)

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