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Oct 12 · Monday

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  1. DefensesarXiv 2610.13733

    KVeil: First-Place Solution for the ECCV 2026 LifeGenIP Unlearnable Video Challenge

    Propose KVeil, which adds perturbations to face videos to prevent unauthorized customization from reproducing identity

    Published
    Evaluated models
    Wan2.2-TI2V-5B, HunyuanVideo-1.5, Kling 3.0 and others4

    AbstractKVeil adapts LETHE's reference-reading disruption to the challenge's two stages, ranking first on the leaderboard in both Final columns.

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  2. DefensesarXiv 2610.08316

    MARCO:面向蛋白质生成模型的放射性水印框架

    提出 MARCO 放射性水印,冻结蛋白质生成模型并在去噪时嵌入签名

    Published
    Attacker
    Black-box
    Evaluated models
    RFdiffusion, ESMFold, Chroma and others6
    AbstractMARCO 在冻结的 PGM 上去噪时嵌构象水印,作者称能兼顾保真与抗扰动,并使盗版模型继承水印。

    MARCO 是加在蛋白质生成模型推理过程上的构象水印,用来标记知识产权,并为可能的生物安全滥用保留可追溯信号。作者还把它说成数字权利管理工具,以及符合生物武器公约的数字监管链。问题在于:专有 PGM 的三维输出可能被拿去训练盗版模型,也可能在来源被抹掉后绕过筛查。

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  3. DefensesarXiv 2609.22724

    MATE:面向移动 Agent 的策略感知安全审计方法

    提出移动 Agent 轨迹审计器 MATE,判断轨迹是否违反可编辑安全策略

    Published
    Attacker
    Black-box
    Evaluated models
    MATE-0.5B, MATE-1.5B, MATE-3B
    AbstractMATE 用合成轨迹微调轻量审计器,在可编辑策略下判断移动智能体轨迹是否违规并给出解释。

    MATE 是面向移动 GUI 智能体的轻量策略条件轨迹审计器,在给定自然语言安全策略时判断轨迹是否违规并解释原因。

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