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

Research article (arXiv (Cornell University), 2019) · cited 151× · AI/ML
academia openalex:W2970862273
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Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

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Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks is a scholarly article[1].

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  • Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks's instance of is recorded as scholarly article[2].

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Direct Wikidata claims

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  1. [1] ↑ . Wikidata. wikidata.org.

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APA 4ort.xyz Knowledge Graph. (2026). Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks. Retrieved May 24, 2026, from https://4ort.xyz/entity/devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks
MLA “Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks.
BibTeX @misc{4ortxyz_devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks}}, year = {2026}, url = {https://4ort.xyz/entity/devign-effective-vulnerability-identification-by-learning-comprehensive-program-semantics-via-graph-neural-networks}, note = {Accessed: 2026-05-24}}
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