Author

Haikun Lv

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Review Open access Jul 2026

Graph Neural Networks for Software Vulnerability Mining: A Review

A PRISMA-informed structured topical review of 87 studies is presented and a strategic agenda covering leakage-resistant datasets, uncertainty-aware graph construction, repository-level evaluation, cost-effective Graph–LLM collaboration, and graph-guided autonomous vulnerability repair is developed.

Yuan He, Haikun Lv, Xingrong Li et al. · Information · 0 citations