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Oct 12 · Monday

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  1. AttacksarXiv 2605.13338

    研究者提出层级遗传算法黑盒攻击,诱导推理模型过度思考

    提出层级遗传算法 HGA,扰动题目逻辑结构诱发推理模型过度思考

    Published
    Attacker
    Black-box
    Evaluated models
    DeepSeek-R1 (671B), Qwen3-Thinking, GPT-o3 and others5

    AbstractHGA 在黑盒推理模型上用逻辑扰动拉长输出,作者称可从小代理迁移,查询成本是其局限。

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  2. AttacksarXiv 2603.09246

    研究者提出 Reasoning-Oriented Programming,通过链式语义片段越狱大型视觉语言模型

    提出 VROP,把有害意图拆成良性视觉 gadget 越狱视觉语言模型

    Published
    Attacker
    Black-box
    Evaluated models
    GPT-4o, Claude 3.7 Sonnet, GLM-4V-Plus and others7
    AbstractVROP 以良性视觉 gadget 与控制流提示词做组合越狱。

    VROP是 black-box 多模态越狱框架:不在输入中放显式恶意触发,而把有害目标拆成语义正交的良性视觉 gadget,再用控制流提示词把合成留到后期推理。

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