Jianan Huang
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126
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2026
Improving Generalization on Cybersecurity Tasks with Multi-Modal Contrastive Learning
The paper proposes a multi-modal contrastive learning framework to improve the generalization of machine learning models in cybersecurity by transferring knowledge from rich textual vulnerability descriptions to data-scarce payload classification.
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cs.CRcs.AIRecentMar 20, 2026
Improving Generalization on Cybersecurity Tasks with Multi-Modal Contrastive Learning
Jianan Huang, Rodolfo V. Valentim, Luca Vassio, Matteo Boffa +3 more
The paper proposes a multi-modal contrastive learning framework to improve the generalization of machine learning models in cybersecurity by transferring knowledge from rich textual vulnerability desc…
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