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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. AttacksarXiv 2609.02774

    CodePoisonRAG:针对检索增强代码生成的知识投毒攻击

    提出 CodePoisonRAG,对检索增强代码生成的知识库投毒以植入漏洞

    Published
    Evaluated models
    Qwen 3.5 9B, Code Llama 13B, DeepSeek-Coder-V2 16B

    AbstractCodePoisonRAG 展示了 RACG 外部知识库的新攻击面,在较低投毒率下可定向诱发指定漏洞并部分抵御防御。

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  3. DefensesarXiv 2607.13336

    TC-UAP:针对图像转视频与微调定制的通用视频保护方法

    提出 TC-UAP,用身份级多帧扰动保护视频免被定制复现身份

    Published
    Evaluated models
    LTX-2.3, Wan2.2-5B
    AbstractTC-UAP 以可复用的时间一致扰动干扰两类定制共用的 VAE 隐空间。

    作者要解决的是:发布前如何给视频加不可见扰动,使片段既不能被拿去微调视频扩散模型,也不能被抽帧做 image-to-video。

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  4. AttacksarXiv 2606.09499

    研究者提出针对世界模型的机器人学习管线投毒攻击

    提出 VPH 与 VTH,只改视频帧劫持世界模型并投毒下游策略

    Published
    Evaluated models
    Cosmos-Predict 2.5, Cosmos-Predict 2.5 AC, Dino WM and others4
    Abstract只改视频帧经世界模型投毒。

    只改看似安全的视频帧,经世界模型之后才改变下游机器人策略。 问题在于世界模型进入数据生成后,数据集检查看到的仍是安全演示,合成轨迹却可以变危险。

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