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Oct 12 · Monday

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  1. AttacksarXiv 2609.09553

    研究:任意密文攻击前沿大模型无需微调即可越狱

    提出任意字母置换密码越狱,无需微调即可诱导有害输出

    Published
    Attacker
    Black-box
    Evaluated models
    Claude Sonnet 4, Claude Sonnet 4.5, Gemini 3 Flash (preview) and others7

    Abstract前沿大模型无需微调即可通过提示词学会字母置换密码,进而绕过分类器与对齐,作者呼吁关注能力提升带来的安全风险。

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  2. AttacksarXiv 2603.10091

    多流扰动攻击:通过并发任务干扰突破思考型 LLM 的安全对齐

    提出多流扰动攻击,交织有害与良性任务绕过思考型 LLM 安全对齐

    Published
    Evaluated models
    Qwen3 1.7B, Qwen3 4B, Qwen3 8B and others11
    Abstract多流扰动用任务交织测试 thinking 模式,作者称它同时冲击内容安全与推理稳定性。

    多流扰动攻击把有害任务与良性任务织进同一提示词,测试 thinking 模式的内容安全与推理稳定性。作者认为,交织多任务会拉长思考,使安全检测面对被打散的有害意图,并可能把推理用于合理化,或陷入崩溃与重复。方法不访问梯度。

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  3. AttacksarXiv 2602.18514

    招聘中的特洛伊木马:标准模型与推理模型间接提示注入的红队测试案例研究

    用简历中的不可见指令做间接提示注入,操纵招聘推荐

    Published
    Evaluated models
    Qwen 3 30B A3B Instruct 2507, Qwen 3 30B A3B Thinking 2507

    Abstract作者称推理在简单注入下会帮攻击圆谎,在不合逻辑的复杂注入下又会把欺骗漏出来。

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