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Oct 12 · Monday

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  1. DefensesarXiv 2606.22673

    Agent MechSuits:面向多轮 CLI Agent 的机制子空间安全引导

    提出 Agent MechSuits,对多轮 CLI Agent 做步级检测与子空间转向

    Published
    Evaluated models
    LLaMA-3.1-8B, Qwen-2.5-7B, Gemma-2-9B
    Abstract白盒步级探针加稀疏转向可压低三模型恶意动作,同时提高生成崩溃率。

    Agent MechSuits 是面向多轮 CLI 智能体的白盒、步级表示防御,并配有可执行轨迹基准 MAS。

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  2. DefensesarXiv 2602.20708

    ICON:基于推理时纠正的 Agent 间接提示注入防御

    提出推理时防御 ICON,探测注意力过聚焦并转向以纠正 Agent 间接提示注入

    Published
    Setting
    AI Agent
    Evaluated models
    Qwen-3-8B, Llama-3.1-8B, Mistral-8B and others6
    AbstractICON 在推理时检测过聚焦并转向,以兼顾 IPI 安全与任务效用。

    ICON 在推理时检测 IPI 的注意力过聚焦并转向,避免以拒答中止智能体轨迹。

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