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Oct 12 · Monday

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  1. DefensesarXiv 2610.02853

    研究提出基于收缩约束状态空间模型的有界可达性与越狱检测方法

    提出收缩约束 SSM 安全头,认证嵌入扰动并检测越狱

    Published
    Evaluated models
    ToySSMClassifier, S4 safety head
    Abstract收缩给出玩具 LTI 的有界认证。

    给 SSM 安全头一个收缩条件,并在越狱检测上使用收缩正则的 S4 头。。

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  2. DefensesarXiv 2608.12876

    SPARED:用对抗编辑数据训练基于推理的 AI 生成图像检测器

    提出 SPARED,用对抗编辑数据训练基于推理的 AI 生成图像检测器

    Published
    Evaluated models
    Qwen3.5-9B
    AbstractSPARED 用防捷径的编辑对抗环训练 9B 推理检测器。

    SPARED 是一套用于可解释 AI 生成图像检测的攻防强化学习流程,报告模型是 Qwen3.5-9B 上的第三轮防御器。

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  3. 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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  4. Cooking Risks: Benchmarking and Mitigating Food Safety Risks in Large Language Models

    Propose FoodGuardBench and the guardrail FoodGuard-4B to evaluate and reduce food hazard jailbreaks

    Published
    Attacker
    Black-box
    Evaluated models
    Claude-3.7-Sonnet, GPT-4o, GPT-4.1 and others10
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