iGnnVD: A novel software vulnerability detection model based on integrated graph neural networks.
Jinfu ChenYemin YinSaihua CaiWeijia WangShengran WangJiming ChenPublished in: Sci. Comput. Program. (2024)
Keyphrases
- neural network
- detection algorithm
- genetic algorithm
- software development
- software systems
- pattern recognition
- graph representation
- detection accuracy
- software tools
- computer systems
- bipartite graph
- software design
- false positives
- software architecture
- graph structure
- graph theoretic
- recurrent neural networks
- feed forward
- detection rate
- detection method
- random walk
- graphical models
- directed graph
- training process
- reinforcement learning
- user interface
- fuzzy logic
- activation function
- graph partitioning
- open source
- graph model
- graph mining
- source code
- weighted graph
- multilayer perceptron
- back propagation