# Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

> Research article (arXiv (Cornell University), 2019) · cited 151× · AI/ML

**Wikidata**: [openalex:W2970862273](https://www.wikidata.org/wiki/openalex:W2970862273)  
**Source**: https://4ort.xyz/entity/devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks