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Oct 12 · Monday

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  1. AttacksarXiv 2609.15989

    研究者提出 plan injection 攻击,可绕过思维链监控

    提出 plan injection 攻击,植入良性伪装计划以绕过思维链监视器

    Published
    Attacker
    Gray-box
    Evaluated models
    Qwen2.5-Coder-7B-Instruct, Qwen3-8B, DeepSeek-R1-0528 and others6

    Abstract论文指出模型会将外部上下文中的伪装计划改写为自身推理,使思维链监视器失效甚至反向合理化恶意行为。

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  2. AttacksarXiv 2608.09732

    ColluSkill 用跨技能组合绕过 Agent 技能扫描器

    提出 ColluSkill,用跨技能组合绕过 Agent 技能扫描器

    Published
    Evaluated models
    GPT-5.5, DeepSeek-V4-Pro, GLM-5.2

    Abstract论文揭示了单技能孤立扫描的盲区,提出多技能链攻击 ColluSkill 与上下文防御 ChainGuard 并验证了有效性。

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  3. AttacksarXiv 2503.02174

    研究者提出对抗分词攻击,可在不改文本的情况下绕过 LLM 安全限制

    提出 AdvTok 对抗分词攻击,不改文本只改分词来越狱并规避安全分类器

    Published
    Attacker
    Gray-box
    Evaluated models
    Llama3.2-1B, Llama3.2-3B, Llama3.1-8B and others7
    Abstract作者称非规范分词能躲开对齐并仍得到针对原请求的回复。

    作者用非规范分词攻击已对齐的子词 LLM:恶意字符串的字符不变,只改 token 边界。

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