FedID : Enhancing Federated Learning Security Through Dynamic Identification

Federated learning (FL), recognized for its decentralized and privacy-preserving nature, faces vulnerabilities to backdoor attacks that aim to manipulate the model's behavior on attacker-chosen inputs. Most existing defenses based on statistical differences take effect only against specific att...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 10 vom: 01. Sept., Seite 8907-8922
1. Verfasser: Huang, Siquan (VerfasserIn)
Weitere Verfasser: Li, Yijiang, Chen, Chong, Gao, Ying, Hu, Xiping
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article