On the Robustness of Dataset Inference
Authors: Sebastian Szyller, Rui Zhang, Jian Liu, N. Asokan | Published: 2022-10-24 | Updated: 2023-06-19
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Extracted BERT Model Leaks More Information than You Think!
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How Does a Deep Learning Model Architecture Impact Its Privacy? A Comprehensive Study of Privacy Attacks on CNNs and Transformers
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An Empirical Analysis of SMS Scam Detection Systems
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A General Framework for Auditing Differentially Private Machine Learning
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Distribution inference risks: Identifying and mitigating sources of leakage
Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18
Dataset Inference for Self-Supervised Models
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Data Privacy and Trustworthy Machine Learning
Authors: Martin Strobel, Reza Shokri | Published: 2022-09-14
Group Property Inference Attacks Against Graph Neural Networks
Authors: Xiuling Wang, Wendy Hui Wang | Published: 2022-09-02
Membership Inference Attacks by Exploiting Loss Trajectory
Authors: Yiyong Liu, Zhengyu Zhao, Michael Backes, Yang Zhang | Published: 2022-08-31