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.