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#graph neural networks Open access Oct 2026

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

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 communicating assets....

Williams Afrifah, Gregory Epiphaniou, H. Lallie et al. · 0 citations
Open access Aug 2026

The Horizon Scandal as Socio-Technical Failure: A Systematic Analysis Through Cyber Security and Digital Forensics Frameworks

The Post Office Horizon scandal represents one of the most severe miscarriages of justice in modern British legal history, rooted in the deployment of a defective IT system and the institutional suppression of evidence that exposed its unreliability. This paper provides a systematic analysis of the scandal through the...

H. Lallie · 0 citations

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