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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Charity Wanja Mwaura

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Preprint Aug 2026

Pre-Model Representation Failures in GNN-Based Smart Contract Vulnerability Detection

A failure analysis of the representation layer underlying GNN-based smart contract vulnerability detectors finds one confirmed case of misclassification caused directly by a representation-layer failure; the prevalence of such failures in real-world contract populations remains an open empirical question.

Birindwa Prisca Hondi, Chinoso Philip Nwishienyi, Charity Wanja Mwaura et al. · 0 citations

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