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Oct 12 · Monday

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  1. DefensesarXiv 2609.04767

    SHAQ:用影子查询实现向量数据库中的隐私检索

    提出 SHAQ,用影子查询嵌入替换文档嵌入以抵御嵌入反演

    Published
    Attacker
    Black-box
    Evaluated models
    GTR-T5 encoder, DPR
    AbstractSHAQ 用影子查询嵌入替换文档嵌入。

    SHAQ 是面向云端向量库 EIA 的防御:不直接改文档嵌入,而用影子查询嵌入替换它们。

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  2. DefensesarXiv 2607.14737

    GeoDetect:面向视觉语言预训练模型的几何对抗检测方法

    提出 GeoDetect 以几何分数检测视觉语言预训练模型的对抗样本

    Published
    Attacker
    White-box
    Evaluated models
    CLIPViT (ViT-B/16), CLIPCNN (ResNet-50), ALBEF and others4
    AbstractGeoDetect 用几何分数检测 VLP 对抗样本。

    GeoDetect 是面向视觉-语言预训练模型的对抗样本检测方法,用嵌入几何而不是任务 logits 区分干净样本与对抗样本。

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