---
title: "Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks | Papers With Code Cyber"
description: "Trending AI research papers with code, datasets, methods, and evaluation leaderboards."
canonical: "https://paperswithcode-cyber.com/paper/72"
type: "paper"
---

# Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

External resource · 72

## Tasks

- [Vulnerability detection and triage](https://paperswithcode-cyber.com/tasks/cyberintel-vulnerability-analysis)

## Paper resources

- [Source](https://proceedings.neurips.cc/paper_files/paper/2019/hash/49265d2447bc3bbfe9e76306ce40a31f-Abstract.html)