LineVD: Statement-level Vulnerability Detection using Graph Neural Networks.
David HinAndrey KanHuaming ChenMuhammad Ali BabarPublished in: MSR (2022)
Keyphrases
- neural network
- levels of abstraction
- pattern recognition
- false alarms
- detection algorithm
- graph theoretic
- directed graph
- structured data
- false positives
- neural network model
- detection accuracy
- multilayer perceptron
- connected components
- detection method
- anomaly detection
- random walk
- higher level
- network security
- neural nets
- bipartite graph
- graph theory
- graph structure
- multi layer
- graph mining
- semi supervised
- image sequences
- graph representation
- computer vision