Oualid Zari
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View article: Link Inference Attacks in Vertical Federated Graph Learning
Link Inference Attacks in Vertical Federated Graph Learning Open
International audience
View article: Node Injection Link Stealing Attack
Node Injection Link Stealing Attack Open
In this paper, we present a stealthy and effective attack that exposes privacy vulnerabilities in Graph Neural Networks (GNNs) by inferring private links within graph-structured data. Focusing on the inductive setting where new nodes join …
View article: Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics Open
Over the last decade, the use of Automatic Speaker Verification (ASV) systems has become increasingly widespread in response to the growing need for secure and efficient identity verification methods. The voice data encompasses a wealth of…
View article: Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics Open
International audience
View article: Membership Inference Attack Against Principal Component Analysis
Membership Inference Attack Against Principal Component Analysis Open
View article: Efficient passive membership inference attack in federated learning
Efficient passive membership inference attack in federated learning Open
International audience
View article: Efficient passive membership inference attack in federated learning
Efficient passive membership inference attack in federated learning Open
In cross-device federated learning (FL) setting, clients such as mobiles cooperate with the server to train a global machine learning model, while maintaining their data locally. However, recent work shows that client's private information…