LineVD: Statement-level Vulnerability Detection using Graph Neural Networks.
David HinAndrey KanHuaming ChenMuhammad Ali BabarPublished in: CoRR (2022)
Keyphrases
- neural network
- false alarms
- detection algorithm
- artificial neural networks
- higher level
- pattern recognition
- graph representation
- directed graph
- fault diagnosis
- graph theory
- detection accuracy
- detection rate
- detection method
- random walk
- connected components
- structured data
- automatic detection
- neural network model
- multilayer perceptron
- object detection
- fuzzy systems
- graph based algorithm
- levels of abstraction
- graph partitioning
- graph model
- graph mining
- multi layer
- graph matching
- event detection
- back propagation
- anomaly detection
- learning algorithm