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Oct 12 · Monday

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  1. AttacksarXiv 2609.22510

    特拉维夫大学提出爆炸性提示词:条件触发的间接提示注入可绕过九款生产 Agent

    提出条件触发的爆炸提示词,并设计摄入期检测器 DeFuse

    Published
    Setting
    AI Agent
    Evaluated models
    Llama-3.1-8B-Instruct, Llama-3.1-70B-Instruct, Qwen2.5-32B-Instruct and others15
    Abstract论文揭示了条件触发使提示注入绕过防御并在触发时执行工具,提出轻量检测器并在摄入期有效防范。

    论文针对大语言模型智能体面临的间接提示注入威胁,研究了利用条件句式实现时间分离的爆炸提示词。

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  2. AttacksarXiv 2606.13044

    研究者提出对抗性重新包装:不改科学内容仅调整表述即可拉高 AI 审稿分数

    提出对抗重构,仅改表述以拉高 AI 审稿分数

    Published
    Evaluated models
    Claude Sonnet 4, Claude Sonnet 4.5, GPT-5-mini

    Abstract揭示 AI 审稿系统易受纯表述重构操纵,建议在部署前解耦科学与写作评价。

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  3. AttacksarXiv 2601.21360

    Compliance Paradox: Semantic-Instruction Decoupling in Automated Academic Code Evaluation

    提出 AST-ASIP ,把对抗指令植入编译器忽略区域以劫持代码评分

    Published
    Evaluated models
    DeepSeek-V3.2, Qwen3-235B, GPT-OSS-120B and others9
    Abstract作者称 RLHF 的服从性使评分脱离代码。

    这篇工作把自动代码评分中的失败称为 Compliance Paradox:评分模型可以离开提交逻辑,转而执行嵌在可编译代码里的隐藏指令。

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  4. AttacksarXiv 2601.06884

    研究者提出改写式对抗攻击 PAA,可在不改变论文主张的情况下抬高 LLM 审稿评分

    提出保义释义攻击 PAA,抬高 LLM 审稿评分

    Published
    Evaluated models
    GPT-4o, Gemini 2.5, Sonnet 4
    AbstractPAA 用保义释义抬高 LLM 审稿分。

    PAA 是对 LLM-as-a-Reviewer 的 black-box 攻击:只改写摘要,用评审分做 ICL 搜索,并用 BERTScore 与困惑度限制语义和自然度。

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