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07/25/2023
Node Injection Link Stealing Attack
In this paper, we present a stealthy and effective attack that exposes p...
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04/24/2023
Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications
The real-world implementation of federated learning is complex and requi...
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05/17/2022
Privacy Preserving Image Registration
Image registration is a key task in medical imaging applications, allowi...
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03/22/2022
Information-Theoretic Approaches to Differential Privacy
The tutorial studies relationships between differential privacy and vari...
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01/24/2022
Adversarial Classification under Gaussian Mechanism: Calibrating the Attack to Sensitivity
This work studies anomaly detection under differential privacy with Gaus...
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05/12/2021
A Statistical Threshold for Adversarial Classification in Laplace Mechanisms
This paper studies the statistical characterization of detecting an adve...
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01/10/2020