Deep Neural Embedding for Software Vulnerability Discovery: Comparison and Optimization

Table 2

Reviewed studies which applied various neural networks for software vulnerability detection.

Neural network	Paper
Convolutional neural network	Harer et al. [13], Lee et al. [14], Russell et al. [15], and Wu et al. [16]
Deep belief network	Wang et al. [17]
Multilayer perceptron	Lin et al. [18] and Shar and Tan [19]
Long short-term memory	Li et al. [20], Lin et al. [21], and Lin et al. [22]
Gated recurrent unit	Lin et al. [11]