Qingqing Li
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126
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Software Eng.×1Crypto×1ML×1
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2026
MARGIN: Margin-Aware Regularized Geometry for Imbalanced Vulnerability Detection
MARGIN proposes a margin-aware framework to detect software vulnerabilities by addressing geometric distortions caused by frequency and difficulty imbalances in embedding space, achieving superior performance on imbalanced datasets.
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cs.SEcs.CRcs.LGRecentMay 11, 2026
MARGIN: Margin-Aware Regularized Geometry for Imbalanced Vulnerability Detection
Yuteng Zhang, Huifang Ma, Jiahui Wei, Qingqing Li +1 more
MARGIN proposes a margin-aware framework to detect software vulnerabilities by addressing geometric distortions caused by frequency and difficulty imbalances in embedding space, achieving superior per…
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