$k$-Anonymity in Practice: How Generalisation and Suppression Affect Machine Learning Classifiers

Authors: Djordje Slijepčević, Maximilian Henzl, Lukas Daniel Klausner, Tobias Dam, Peter Kieseberg, Matthias Zeppelzauer | Published: 2021-02-09 | Updated: 2022-06-22
2021.02.09 2025.04.03
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Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attack

Authors: Ding Sheng Ong, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang | Published: 2021-02-08 | Updated: 2021-03-01
2021.02.08 2025.04.03
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Efficient Certified Defenses Against Patch Attacks on Image Classifiers

Authors: Jan Hendrik Metzen, Maksym Yatsura | Published: 2021-02-08
2021.02.08 2025.04.03
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Quantifying and Mitigating Privacy Risks of Contrastive Learning

Authors: Xinlei He, Yang Zhang | Published: 2021-02-08 | Updated: 2021-09-21
2021.02.08 2025.04.03
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Optimal Transport as a Defense Against Adversarial Attacks

Authors: Quentin Bouniot, Romaric Audigier, Angélique Loesch | Published: 2021-02-05 | Updated: 2021-03-30
2021.02.05 2025.04.03
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ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Authors: Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang | Published: 2021-02-04 | Updated: 2021-10-06
2021.02.04 2025.04.03
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Adversarially Robust Learning with Unknown Perturbation Sets

Authors: Omar Montasser, Steve Hanneke, Nathan Srebro | Published: 2021-02-03
2021.02.03 2025.04.03
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TAD: Trigger Approximation based Black-box Trojan Detection for AI

Authors: Xinqiao Zhang, Huili Chen, Farinaz Koushanfar | Published: 2021-02-03 | Updated: 2021-04-20
2021.02.03 2025.04.03
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Symmetric Sparse Boolean Matrix Factorization and Applications

Authors: Sitan Chen, Zhao Song, Runzhou Tao, Ruizhe Zhang | Published: 2021-02-02 | Updated: 2022-01-13
2021.02.02 2025.04.03
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Fast Training of Provably Robust Neural Networks by SingleProp

Authors: Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel | Published: 2021-02-01
2021.02.01 2025.04.03
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