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Ali Shoukat

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Open access 2026

APT-CGSV: APT Detection via Contrastive GNNs and Semantic Validation

A novel neuro-symbolic framework that achieves superior precision and F1-scores as compared to existing baseline systems by combining the data efficiency of contrastive GNNs with the semantic depth of localized LLMs, providing a scalable, highly accurate, and efficient threat-hunter solution.

Ali Shoukat, Rubina Akter, Hadis Karimipour et al. · 0 citations

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