privacy-preserving machine learning

Artificial Intelligence Cryptography and Security

Federated Heterogeneous Graph Neural Network for Privacy-preserving Recommendation

root October 19, 2023 0

The paper proposes a federated heterogeneous graph neural network (FedHGNN) for privacy-preserving recommendations. The authors suggest that the Heterogeneous Information Network (HIN) is partitioned into private HINs stored on the…

Artificial Intelligence Cryptography and Security

A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses

root October 19, 2023 0

In the world of privacy-preserving machine learning, empirical privacy defenses are often used to maintain training data privacy without significantly affecting model utility. These defenses usually require reference data, an…

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privacy-preserving machine learning

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