AIBullisharXiv – CS AI · 14h ago6/10
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Taming Data Challenges in ML-based Security Tasks Using Generative AI
Researchers propose using Generative AI to augment training datasets with synthetic data, improving machine learning security classifiers by up to 32.6% even with minimal training samples. The study evaluates six state-of-the-art GenAI methods across seven security tasks and introduces Nimai, a novel controlled data synthesis scheme, while identifying limitations in GenAI applicability to certain security domains.