# Software defect prediction with semantic and structural information of codes based on Graph Neural Networks

> Research article (Information and Software Technology, 2022) · cited 61× · AI/ML

**Wikidata**: [openalex:W4293764002](https://www.wikidata.org/wiki/openalex:W4293764002)  
**Source**: https://4ort.xyz/entity/software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks