Stefan Kolek
5 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
differential privacy
(2)
image classification
(2)
feature learning
(1)
vision-language model
(1)
interpretable classifier
(1)
model explanation
(1)
membership inference
(1)
privacy guarantee
(1)
bayesian interpretation
(1)
threat model
(1)
sparse dictionary learning
(1)
interpretable query
(1)
information pursuit
(1)
suboptimal adversary
(1)
adversarial capability
(1)
delta divergence
(1)
dp-sgd
(1)
excess privacy vulnerability
(1)
dictionary learning
(1)
mechanism comparison
(1)
Papers
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit
ICCV 2025
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
ICML 2024
Explaining Image Classifiers With Multiscale Directional Image Representation
CVPR 2023
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning
NeurIPS 2023
Cartoon Explanations of Image Classifiers
ECCV 2022