Research Article

[Retracted] SFN: A Novel Scalable Feature Network for Vulnerability Representation of Open-Source Codes

Table 11

Control variable experiment and feature extraction model structure.

TypeMetric granularityFeature extraction model structure

Type-1LineCNN
Type-2FunctionCNN
Type-3SemanticBi-LSTM
Type-4Line + functionCNN + CNN
Type-5Semantic + lineBi-LSTM + CNN
Type-6Semantic + functionBi-LSTM + CNN
Type-7Semantic + line + functionBi-LSTM + CNN + CNN