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A Systematic Review on the Practicality of Poisoning Defenses in Federated IoT Systems

Federated Learning (FL) is increasingly vital for Internet of Things (IoT) applications, yet it remains vulnerable to poisoning attacks that compromise model integrity. This paper presents a systematic literature review of defensive mechanisms against such attacks, specifically within IoT-based FL s...

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Principais autores: Anthony Jacklingo Kwame Quansah Junior, Eric Tutu Tchao, Mohammed Al-Khalidi, Andrew Selasi Agbemenu, Bright Yeboah-Akowuah, Theresa-Samuelle Maame Atwemaah Adjaidoo, Eliel Keelson
Formato: Artigo
Idioma:Inglês
Publicado em: IEEE 2025-01-01
coleção:IEEE Access
Assuntos:
Federated learning
poisoning attacks
IoT
IIoT
cybersecurity
Acesso em linha:https://ieeexplore.ieee.org/document/11267469/
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