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A.-X. Ding

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Open access Aug 2026

A Software Code Defect Detection Method Based on the Fusion of Transformer and Graph Neural Networks

Software defect detection plays a key role in improving system reliability, security, and maintainability. This study proposes a hybrid Transformer–GNN framework to jointly model code semantics and program structure. Source files are normalized, segmented at the function level, and converted into token sequences, while...

Z.-F. Wang, A.-X. Ding, C. Ma et al. · 0 citations

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