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Oct 12 · Monday

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  1. AttacksarXiv 2602.09431

    Grounding-driven attack: Improving the transferability of encoder-based adversarial attacks to large vision-language models

    Propose GDA, which aligns image adversarial perturbations with text-grounded evidence and transfers attacks to vision-language models

    Published
    Evaluated models
    LLaVA, Qwen2.5-VL, InternVL3 and others10
    AbstractGDA aligns perturbations with text-grounded evidence, and the authors say this improves zero-query black-box transferability on heterogeneous LVLMs.

    GDA is a zero-query black-box encoder transfer attack for heterogeneous LVLMs.

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  2. AttacksarXiv 2508.06837

    Prometheus:针对文生图扩散模型的免训练提示词窃取攻击

    提出 Prometheus,从展示图反推文生图模型的在售提示词

    Published
    Evaluated models
    Midjourney, Leonardo.ai, DALL·E and others4
    Abstract训练无关的 proxy 搜索攻击。

    Prometheus 是针对文生图市场 showcase 的训练无关提示词窃取:攻击者看不到在售文本,只用本地开源 proxy 恢复 subject 和 modifier,并希望换 subject 后风格仍在。

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