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Oct 12 · Monday

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  1. MIST 压力测试:无关图像会扰动 VLM 评判者标签

    提出 MIST 压力测试,检验无关图像是否扰动 VLM 评判者标签

    Published
    Evaluated models
    GPT-5.2, Gemini 3.1 Flash-Lite, Gemini 3.5 Flash and others13
    Abstract有图就改标签,图的内容却不告知 judge,裁决绑定配置。

    作者用MIST问:VLM 代替人类标注时,可替代性裁决会不会被指南要求忽略的图像改写。

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  2. AttacksarXiv 2606.12716

    PaperGuard:针对多模态 AI 同行评审的攻击与防御基准

    提出 PaperGuard,用图文注入与梯度扰动抬高自动审稿分数并检测恶意指令

    Published
    Evaluated models
    Claude-sonnet-4.5, GPT-4o, GPT-4.1 and others11
    AbstractPaperGuard 测到提示注入与白盒视觉抬分,并比较分块检索防御。

    PaperGuard同时评测并检测多模态 AI 审稿中的评分操纵。

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