Cross-silo Federated Learning with Record-level Personalized Differential Privacy

Federated learning (FL) enhanced by differential privacy has emerged as a popular approach to better safeguard the privacy of client-side data by protecting clients' contributions during the training process. Existing solutions typically assume a uniform privacy budget for all records and provi...

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Veröffentlicht in:Proceedings of the ... ACM Conference on Computer and Communications Security Jg. 2024; S. 303
Hauptverfasser: Liu, Junxu, Lou, Jian, Xiong, Li, Liu, Jinfei, Meng, Xiaofeng
Format: Journal Article
Sprache:Englisch
Veröffentlicht: United States 01.10.2024
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ISSN:1543-7221, 1543-7221
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