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Oct 12 · Monday

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  1. AttacksarXiv 2609.28585

    论文提出持久计费状态概念,揭示工具调用 LLM Agent 的拒绝钱包攻击与防御

    定义工具调用 Agent 的持久计费状态,提出拒绝钱包攻击与防御

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4o, GPT-4o-mini, Mistral-Large and others7
    Abstract已准入工具返回的跨轮保留会重复计费。

    这篇工作把工具调用智能体里跨轮保留、并被提供商反复计费的外部工具返回定义为 persistent billable state,并把它的主机侧再次送入决定当作控制点。。

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  2. AttacksarXiv 2609.14003

    FlowSeal:用信息流控制阻断 LLM Agent 的隐私泄露

    提出 FLOWSEAL,用工具级信息流控制阻断智能体隐私泄露

    Published
    Setting
    AI Agent
    Evaluated models
    DeepSeek-V3.2, GPT-4.1-mini, Gemini-Flash-2.5

    Abstract作者分析大模型智能体隐私检查与攻击面重合问题,提出外部拦截防御 FLOWSEAL 并验证有效性。

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  3. AttacksarXiv 2607.12507

    研究者提出 RARE 攻击:LLM 辅助逆向工程中的表示混淆

    提出 RARE-Guard,阻止逆向观察被提升为指令或已验证声明

    Published
    Setting
    AI Agent
    Evaluated models
    gpt-5.5, claude-sonnet-4-6, gemini-2.5-pro and others5
    Abstract成对二进制衡量无效提升。

    作者定义的失败是:LLM 辅助逆向中,忠实提取的二进制观察获得它并未赢得的指令权限、声明证据或可信状态。

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