Author

D. Djenouri

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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

Open access Jul 2026

EPoLBFT: A Blockchain Consensus Algorithm for Enhancing Privacy, Invulnerability and Trust in IoT System

Elastic Proof-of-Location Byzantine Fault Tolerance is proposed, a privacy-preserving and location-aware blockchain consensus framework for IoT systems that reduces communication overhead and improves consensus efficiency compared with conventional PBFT-based approaches while strengthening resilience against location-based and identity-based attacks.

Yunus Kareem, D. Djenouri, Essam Ghadafi · Future Internet · 0 citations