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CyberSpec: Intelligent Behavioral Fingerprinting to Detect Attacks on Crowdsensing Spectrum Sensors. (arXiv:2201.05410v1 [cs.CR])
Jan. 17, 2022, 2:20 a.m. | Alberto Huertas Celdrán, Pedro Miguel Sánchez Sánchez, Gérôme Bovet, Gregorio Martínez Pérez, Burkhard Stiller
cs.CR updates on arXiv.org arxiv.org
Integrated sensing and communication (ISAC) is a novel paradigm using
crowdsensing spectrum sensors to help with the management of spectrum scarcity.
However, well-known vulnerabilities of resource-constrained spectrum sensors
and the possibility of being manipulated by users with physical access
complicate their protection against spectrum sensing data falsification (SSDF)
attacks. Most recent literature suggests using behavioral fingerprinting and
Machine/Deep Learning (ML/DL) for improving similar cybersecurity issues.
Nevertheless, the applicability of these techniques in resource-constrained
devices, the impact of attacks affecting spectrum …
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