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Oct 12 · Monday

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  1. AttacksarXiv 2606.09084

    研究者提出 Context-Fractured Decomposition 攻击

    提出 CFD 跨会话分解攻击,利用工件来源缺口绕过工具型 Agent 的本地检查

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4.1, GPT-5-nano, Claude-3.5-Sonnet and others6
    AbstractCFD 用无指令 artifact 把越狱拆到跨会话。

    CFD针对工具型 LLM 智能体:利用 artifact 来源不被跟踪这一部署失败模式,把有害目标拆开后延迟组合。

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  2. AttacksarXiv 2601.22169

    In Vino Veritas and Vulnerabilities:用醉酒语言诱导检验 LLM 安全

    用醉酒语言诱导改编对话模型并评测越狱与隐私泄露

    Published
    Evaluated models
    LLaMA2-7B, LLaMA3-8B, Mistral-7B and others5
    Abstract醉酒语言诱导在五个 LLM 上抬高越狱与部分隐私错误,作者将其视为攻击向量。

    作者把醉酒语言当作攻击向量,检验把 LLM 适配成醉酒发短信的模式后,越狱和情境隐私是否变差。动机是人类醉酒时的失范与泄密,以及 LLM 模拟人设的能力。

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