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How Does a Deep Learning Model Architecture Impact Its Privacy? A Comprehensive Study of Privacy Attacks on CNNs and Transformers

33rd USENIX Security Symposium (USENIX Security 24)
2024-08 | Conference paper
Part of ISBN: 978-1-939133-44-1
Contributors: Guangsheng Zhang; Bo Liu; Huan Tian; Tianqing Zhu; Ming Ding; Wanlei Zhou
Source: Self-asserted source
Guangsheng Zhang

PPFed: A Privacy-Preserving and Personalized Federated Learning Framework

IEEE Internet of Things Journal
2024-06-01 | Journal article
SOURCE-WORK-ID:

1702151

Part of ISSN: 2327-4662
WOSUID:

WOS:001308628900005

Contributors: Guangsheng Zhang; BO LIU; tianqing zhu; M Ding; W Zhou
Source: check_circle
University of Technology Sydney
grade
Preferred source (of 2)‎

How Does a Deep Learning Model Architecture Impact Its Privacy A Comprehensive Study of Privacy Attacks on CNNs and Transformers

Proceedings of the 33rd USENIX Security Symposium
2024-01-01 | Conference paper
SOURCE-WORK-ID:

1755100

Contributors: Zhang Guangsheng; BO LIU; Tian Huan; Zhu Tianqing; Ding Ming; Zhou Wanlei
Source: check_circle
University of Technology Sydney

When Fairness Meets Privacy Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference Attacks

IJCAI International Joint Conference on Artificial Intelligence
2024-01-01 | Conference paper
SOURCE-WORK-ID:

1742399

Part of ISSN: 1045-0823
Contributors: Tian Huan; Zhang Guangsheng; BO LIU; Zhu Tianqing; Ding Ming; Zhou Wanlei
Source: check_circle
University of Technology Sydney
grade
Preferred source (of 2)‎

When Fairness Meets Privacy: Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference Attacks

2023-11-07 | Preprint
SOURCE-WORK-ID:

1718515

Contributors: Huan Tian; Guangsheng Zhang; Bo Liu; Tianqing Zhu; Ming Ding; Wanlei Zhou
Source: check_circle
University of Technology Sydney

Label-Only Membership Inference Attacks and Defenses in Semantic Segmentation Models

IEEE Transactions on Dependable and Secure Computing
2023-03-01 | Journal article
Contributors: Guangsheng Zhang; Bo Liu; Tianqing Zhu; Ming Ding; Wanlei Zhou
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

How Does a Deep Learning Model Architecture Impact Its Privacy?

2022 | Preprint
Contributors: Guangsheng Zhang; Bo Liu; Huan Tian; Tianqing Zhu; Ming Ding; Wanlei Zhou
Source: Self-asserted source
Guangsheng Zhang
grade
Preferred source (of 2)‎

Visual privacy attacks and defenses in deep learning: a survey

Artificial Intelligence Review
2022-01-31 | Journal article
Part of ISSN: 0269-2821
Part of ISSN: 1573-7462
Source: Self-asserted source
Guangsheng Zhang
grade
Preferred source (of 2)‎