Concepedia

Detect software vulnerabilities with weight biases via graph neural networks

Huijiang Liu, Shuirou Jiang, Xuexin Qi, Yang Qu, Hui Li, Tingting Li, Cheng Guo, Shikai Guo

Expert Systems with Applications · 2023 · 10 citations · 38 references

Concepts

ComputingComputer EngineeringComputer ScienceMachine LearningSoftware EngineeringVulnerability AnalysisSoftware Security EngineeringSoftware Vulnerability DiscoveryStatic Vulnerability AnalysisAutomated Vulnerability DetectionDeep Learning For Vulnerability DetectionGraph Neural NetworksGraph-based Vulnerability DetectionMachine Learning For Vulnerability DetectionSource Code Vulnerability AnalysisVulnerability Detection

References

38

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Focal Loss for Dense Object Detection

Tsung-Yi Lin, Priya Goyal, Ross Girshick et al. · 2017 · 25.7K citations

Computing, Computer Science, Computer Vision +15

Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

Kyunghyun Cho, Bart van Merriënboer, Çağlar Gülçehre et al. · 2014 · 24.4K citations · Full text

Computing, Computer Science, Computational Linguistics +14

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

Dagstuhl Research Online Publication Server · 2025 · 16.2K citations · Full text

Computing, Computer Science, Feature Engineering +16

Graph Attention Networks

Guillem Cucurull, Arantxa Casanova, Adriana Romero et al. · arXiv (Cornell University) · 2017 · 8.3K citations · Full text

Computing, Computer Science, Feature Engineering +16