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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 2602.07379

    Aegis: Governance, Integrity, and Security for AI Voice Agents

    提出 Aegis 红队框架,多轮攻击高风险语音 Agent

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4o, GPT-4o-mini, Gemini-1.5 Pro and others7
    AbstractAegis 红队评测三类语音智能体:查询式访问消掉认证与泄密成功,行为类攻击仍在。

    Aegis 用多轮红队评测已接入业务系统的 ALLM 语音智能体。作者称这是该设定下的 the first systematic red-teaming framework。

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