Software defect prediction with semantic and structural information of codes based on Graph Neural Networks

Research article (Information and Software Technology, 2022) · cited 61× · AI/ML
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Software defect prediction with semantic and structural information of codes based on Graph Neural Networks is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Software defect prediction with semantic and structural information of codes based on Graph Neural Networks. Retrieved October 20, 2026, from https://4ort.xyz/entity/software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks
MLA “Software defect prediction with semantic and structural information of codes based on Graph Neural Networks.” 4ort.xyz Knowledge Graph, 4ort.xyz, 20 Oct. 2026, https://4ort.xyz/entity/software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks.
BibTeX @misc{4ortxyz_software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Software defect prediction with semantic and structural information of codes based on Graph Neural Networks}}, year = {2026}, url = {https://4ort.xyz/entity/software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks}, note = {Accessed: 2026-10-20}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Software defect prediction with semantic and structural information of codes based on Graph Neural Networks — https://4ort.xyz/entity/software-defect-prediction-with-semantic-and-structural-information-of-codes-based-on-graph-neural-networks (retrieved 2026-10-20)

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