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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. AttacksarXiv 2607.01276

    研究者提出嵌入推断攻击 EIA,可在黑盒 IR 系统中识别所用嵌入模型

    提出嵌入推断攻击 EIA,在黑盒 IR 中识别所用嵌入模型

    Published
    Attacker
    Black-box
    Evaluated models
    e5-small, e5-small-v2, e5-base and others19
    AbstractEIA 用无序文档集的差异从候选中识别嵌入模型,并给出 reranker 与阈值下的计数。

    EIA 是在黑盒 IR 上识别所用嵌入模型的攻击。。

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  3. AttacksarXiv 2602.01757

    Zero2Text:无需训练的跨域文本嵌入反转攻击

    提出 Zero2Text,无需训练地跨域反演文本嵌入

    Published
    Attacker
    Black-box
    Evaluated models
    GTR-Base, Qwen3-Embedding-0.6B, Text-Embedding-3-small and others4
    Abstract零训练在线对齐可在未知域、无泄漏对时从黑盒 embedding 还原句子。

    Zero2Text 是一种不训练 decoder、也不使用泄漏文本–向量对的文本 embedding 反演,针对 RAG 向量库在严格黑盒、目标域未知时的还原。

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