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Oct 12 · Monday

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  1. DefensesarXiv 2610.09941

    OrthoPurify 用一步正交投影净化被后门污染的视觉语言模型

    提出 OrthoPurify,用正交投影清除视觉语言模型适配器中的劫持方向

    Published
    Evaluated models
    LLaVA-1.5-7B, Qwen3-VL-8B, LLaVA-1.5-13B and others5
    Abstract一次投影去掉劫持方向。

    OrthoPurify 是部署前的 LVLM 后门净化方法,用一次正交投影去掉被劫持的权重更新方向。

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  2. DefensesarXiv 2609.15671

    QPriv-VL:面向视觉语言模型的问题引导 token 裁剪隐私防御

    提出 QPriv-VL,用问题引导剪枝降低分布式视觉问答的隐私泄露

    Published
    Evaluated models
    LLaVA-1.5-7B, Llama-2
    AbstractQPriv-VL 在切层前按问题相关度与 DINOv2 敏感度剪视觉 token,作者称能在约四成 token 下兼顾准确率与四类攻击。

    QPriv-VL 把问题引导的视觉 token 剪枝做成分布式 VQA 的客户端隐私防御,而不是只做集中式推理加速。

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  3. DefensesarXiv 2603.14707

    视觉混淆代理:利用与防御计算机使用智能体的感知失效

    提出进程外双通道对比分类,拦截计算机使用智能体的错误点击

    Published
    Evaluated models
    multi-modal-embed-small
    Abstract感知错误可被屏幕像素对调利用。

    作者把 CUA 的感知失败写成安全漏洞visual confused deputy:智能体按看错的屏幕授权 click(x,y),真实落点与它以为的元素不一致。

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