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Williams Afrifah

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#graph neural networks Open access Oct 2026

Multi-stage attack detection in IIoT supply chains using graph neural networks

Abstract Industrial internet of things (IIoT) environments connect devices, gateways, hosts, and services in ways that increase both operational visibility and cyber-attack exposure. Conventional intrusion-detection systems commonly produce flat attack labels and may underuse relational information between communicatin...

Williams Afrifah, Gregory Epiphaniou, Harjinder Singh Lallie et al. · 0 citations

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