Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks.
Yaqin ZhouShangqing LiuJing Kai SiowXiaoning DuYang LiuPublished in: CoRR (2019)
Keyphrases
- neural network
- learning process
- learning systems
- effective learning
- online learning
- neural nets
- recurrent neural networks
- learning algorithm
- learning capabilities
- learning tasks
- multilayer perceptron
- reinforcement learning
- learning rules
- feedforward neural networks
- connectionist systems
- formal semantics
- cascade correlation
- graph theory
- random walk
- knowledge acquisition
- active learning
- prior knowledge
- pattern recognition
- genetic algorithm