# SPVF: security property assisted vulnerability fixing via attention-based models

> Research article (Empirical Software Engineering, 2022) · cited 17× · AI/ML

**Wikidata**: [openalex:W4297902814](https://www.wikidata.org/wiki/openalex:W4297902814)  
**Source**: https://4ort.xyz/entity/spvf-security-property-assisted-vulnerability-fixing-via-attention-based-models