A role-based multi-agent cybersecurity framework for 6G-enabled IoT networks that enables proactive intrusion prediction, real-time detection, and knowledge-driven threat mitigation and a promising step toward scalable and intelligent cybersecurity management in 6G-enabled IoT networks is proposed.
Alaeddine Diaf, A. A. Korba, W. Jaafar et al.· IEEE Open Journal of the Com...· 0 citations
It is shown that system federation significantly enhances both latency performance and connectivity robustness compared with non-federated LEO architectures and the challenges and possible solutions for adopting the Open-RAN architecture for T-NTN.
Sarath Babu, Victor Baños-Gonzalez, Mario Cordina et al.· 0 citations
The proposed approach consistently maintains non-positive empirical SLA gaps and achieves up to $30\% higher resource utilization than a price-optimization baseline without adaptive reserve control.
Manobendu Sarker, Günes Karabulut-Kurt, W. Jaafar· arXiv.org· 0 citations
Simulation results demonstrate that the proposed Hierarchical LLM-driven control framework significantly reduces collision rates and improves aggregate system throughput compared to existing baselines.
Zijiang Yan, Hao Zhou, W. Jaafar et al.· arXiv.org· 0 citations
Results show that online twin-fidelity monitoring enables robust digital-twin-assisted xApp conflict resolution while preserving utility-aware throughput-power optimization, and achieves the closest throughput-power trade-off to the optimum across operator energy priorities.
Akram A. Almohammedi, Mohammed Balfaqih, Sam Darshi et al.· arXiv.org· 0 citations
This study proposes a novel FL framework where the CF-mMIMO participants are APs, and proposes a client selection strategy that prioritizes APs based on their average received signal power, showing competitive performance compared to baseline methods, while also addressing the scalability and privacy requirements of mM...
Ali Elkeshawy, W. Jaafar, H. Fares et al.· IEEE Transactions on Machine...· 0 citations
Integrated Terrestrial–Non-Terrestrial Networks (ITNTN), which combine terrestrial base stations (BSs), High-Altitude Platform Stations (HAPS), and Low-Earth Orbit (LEO) satellites, are key enablers of 6G communication and edge computing (EC) services. However, energy-limited BSs, particularly HAPS and satellites, pose...
Insaf Rzig, W. Jaafar, Safwan Alfattani· International Conference on...· 0 citations
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