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Oct 13 · Tuesday

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  1. AttacksarXiv 2609.09865

    CGMIA:用成员推理攻击检测代码生成基准的数据泄漏

    提出 CGMIA,检测代码生成基准样本是否泄漏进训练集

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    Attacker
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    Evaluated models
    Qwen2.5-Coder (3B), CodeGemma (2B), DeepSeek-Coder (1.3B) and others5
    AbstractCGMIA 融合相似度、通过率、困惑度与 CodeBERT,在模拟泄漏上优于八个 MIA 基线。

    CGMIA 用成员推断检测代码生成基准是否泄入 LLM 训练集,使评测不依赖对训练语料的直接访问。

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