Privacy Protection

Harnessing Inherent Noises for Privacy Preservation in Quantum Machine Learning

Authors: Keyi Ju, Xiaoqi Qin, Hui Zhong, Xinyue Zhang, Miao Pan, Baoling Liu | Published: 2023-12-18 | Updated: 2024-03-07
Privacy Protection
Privacy Protection Method
Quantum Machine Learning

Blind-Touch: Homomorphic Encryption-Based Distributed Neural Network Inference for Privacy-Preserving Fingerprint Authentication

Authors: Hyunmin Choi, Simon Woo, Hyoungshick Kim | Published: 2023-12-18 | Updated: 2024-04-01
Watermarking
Fingerprinting Method
Privacy Protection

When PETs misbehave: A Contextual Integrity analysis

Authors: Ero Balsa, Yan Shvartzshnaider | Published: 2023-12-05
Watermarking
Privacy Protection
Privacy Protection Method

Deepfakes, Misinformation, and Disinformation in the Era of Frontier AI, Generative AI, and Large AI Models

Authors: Mohamed R. Shoaib, Zefan Wang, Milad Taleby Ahvanooey, Jun Zhao | Published: 2023-11-29
Role of AI and Automation
Content Moderation
Privacy Protection

Using Decentralized Aggregation for Federated Learning with Differential Privacy

Authors: Hadeel Abd El-Kareem, Abd El-Moaty Saleh, Ana Fernández-Vilas, Manuel Fernández-Veiga, asser El-Sonbaty | Published: 2023-11-27
Privacy Protection
Poisoning
Experimental Validation

Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective

Authors: Lukas Wutschitz, Boris Köpf, Andrew Paverd, Saravan Rajmohan, Ahmed Salem, Shruti Tople, Santiago Zanella-Béguelin, Menglin Xia, Victor Rühle | Published: 2023-11-27
Security label
Privacy Protection
Information Flow Control

Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs

Authors: Yizheng Zhu, Yuncheng Wu, Zhaojing Luo, Beng Chin Ooi, Xiaokui Xiao | Published: 2023-11-26
Privacy Protection
Multi-Party Computation
Cryptography

Privacy-Preserving Algorithmic Recourse

Authors: Sikha Pentyala, Shubham Sharma, Sanjay Kariyappa, Freddy Lecue, Daniele Magazzeni | Published: 2023-11-23
Privacy Protection
Machine Learning Method
Explainability

A Blockchain Solution for Collaborative Machine Learning over IoT

Authors: Carlos Beis-Penedo, Francisco Troncoso-Pastoriza, Rebeca P. Díaz-Redondo, Ana Fernández-Vilas, Manuel Fernández-Veiga, Martín González Soto | Published: 2023-11-23
Security Analysis
Privacy Protection
Machine Learning Method

DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release

Authors: Jie Fu, Qingqing Ye, Haibo Hu, Zhili Chen, Lulu Wang, Kuncan Wang, Xun Ran | Published: 2023-11-23 | Updated: 2023-11-29
Privacy Protection
Optimization Methods
Evaluation Method