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Oct 12 · Monday

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  1. DefensesarXiv 2610.05870

    MBZUAI 提出可校准的真实图像认证方法

    提出校准重合成方法,以生成器反演保真度认证真实图像并防御对抗扰动

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    White-box

    Abstract论文提出基于反演保真度与阈值校准的健全认证框架,在对抗扰动下维持错误率界限,并指出真实内容可认证性随生成器演进而萎缩。

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  2. 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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  3. 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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