Author

Aimen Djemaa

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Review Open access Jul 2026

Heterogeneity-Aware Poisoning Attacks and Mitigation in Federated Learning: A Comprehensive Survey and Taxonomy

The central argument is that poisoning mitigation in HFL should not be evaluated only by attack type, defence family, clean accuracy, or attack success rate but also by whether defences observe and protect the channels through which heterogeneity-shaped attacks are expressed.

Aimen Djemaa, D. Djenouri, Phil Legg · Electronics · 0 citations