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Oct 12 · Monday

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  1. AgentDoxx:联网搜索 Agent 对匿名访谈文本的再识别评测

    构建 AGENTDOXX 基准,评测联网搜索 Agent 对匿名访谈的再识别

    Published
    Setting
    web agent
    Evaluated models
    GPT-5.6 Terra, GPT-5 Mini, GPT-4.1 Mini and others10

    Abstract论文提出了已知身份的重识别基准 AGENTDOXX,揭示搜索与记忆双重风险及现有防御在检索轨迹中的泄露漏洞。

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  2. AttacksarXiv 2610.01768

    LLMLeak:借 LLM 合法网页抓取实施隐蔽数据外泄

    提出 LLMLeak,借合法网页抓取把 URL 中的秘密隐蔽外传

    Published
    Evaluated models
    Meta-Llama-3.3-70B-Instruct, Meta-Llama-4-Scout-17B-16E-Instruct, Meta-Llama-3.1-8B-Instruct and others18
    Abstract作者称第三方外传可发生于正常网页获取,防护需考虑工具请求而不只考虑提示注入。

    LLMLeak 是利用网页获取请求携带预先编码秘密的隐蔽通道攻击。它关注恶意软件已能读取数据、却因网络限制或监控无法直接外传的情形。

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