The convergence of large-scale Internet of Things (IoT) deployments with emerging 5G-to-6G wireless systems introduces unprecedented security challenges due to extreme network heterogeneity, evolving traffic dynamics, and stringent privacy requirements. Deep learning (DL)-based intrusion detection systems (IDS) often s...
S. Zakzouk, Shahid Latif, L. Said et al.· IEEE International Symposium...· 0 citations
The rapid advancement of Internet of Things (IoT) technology has led to the widespread deployment of smart, interconnected devices across a range of domains. However, this expansion has also resulted in a substantial increase in network traffic, creating more opportunities for malicious actors to launch cyberattacks an...
Dalila Khettaf, D. Djenouri, Zeinab Rezaeifar et al.· 0 citations
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
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-b...
Yunus Kareem, D. Djenouri, Essam Ghadafi· Future Internet· 0 citations
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