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Oct 12 · Monday

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  1. DefensesarXiv 2610.08668

    SBW:面向 LLM 智能体的语义行为水印方法

    提出 SBW,为 LLM Agent 轨迹做抗改写与伪造的语义行为水印

    Published
    Setting
    AI Agent
    Evaluated models
    Qwen2.5-3B-Instruct, LLaMA-3.2-3B, Qwen2.5-7B and others5
    AbstractSBW 在语义簇上做溯源水印,改写检测高于精确符号,链式重放仍开放。

    SBW 是免训练的智能体行为水印,把所有者标识放在离散动作选择上,而不是输出 token。

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  2. DefensesarXiv 2610.02432

    论文提出 LLM 输入扰动鲁棒性度量,并发布 ASA 攻击与 AttestMCP 防护

    提出 ASA 与 AttestMCP,度量并降低 LLM 对输入序列扰动的敏感

    Published
    Attacker
    Black-box
    Evaluated models
    Gemma-3-27B-Instruct, Gemma-3-4B-Instruct, Llama-3.2-3B-Instruct and others12
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  3. AttacksarXiv 2609.37468

    论文提出针对 Agentic RAG 的检索器后门攻击与 DOU 隐藏方法

    提出检索器后门攻击操纵智能体搜索,并用 DOU 逃避检测

    Published
    Setting
    AI Agent
    Evaluated models
    E5, Contriever-MSMARCO

    Abstract论文展示了通过恶意检索器操纵智能体多轮搜索并利用诱饵重塑表征隐蔽后门的可行性与系统风险。

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