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Minghui Xu

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#graph neural networks Open access Oct 2026

SAGE: Signal-Amplified Guided Embeddings for Vulnerability Detection

Software vulnerabilities are a primary threat to modern infrastructure. While static analysis and Graph Neural Networks have long served as the foundation for vulnerability detection, the emergence of Large Language Models (LLMs) has introduced a transformative paradigm driven by superior semantic reasoning and cross-e...

Zhengyang Shan, Xu Qian, Jiayun Xin et al. · 0 citations

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