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Oct 12 · Monday

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Found 3 papers
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Attack type

Poisoning and backdoors1Extraction and theft3Detection evasion13Malicious use2

Defense type

Model hardening9Inference-time intervention7Detection and filtering24Instruction–data separation12Permissions and approval9Monitoring and auditing10Watermarking and provenance3
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Attack type：Poisoning and backdoorsAttack type：Malicious useDefense type：Watermarking and provenanceClear all

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  1. 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

    arXiv
    2610.08316
    Published
    Layer
    Model layer
    Setting
    Models and APIs
    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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