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Oct 12 · Monday

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  1. AttacksarXiv 2610.06083

    研究者提出面向深度强化学习的轨迹级可迁移黑盒对抗攻击

    提出轨迹级可迁移对抗攻击,降低深度强化学习策略的期望回报

    Published
    Evaluated models
    DQN, Double DQN (DDQN)
    Abstract轨迹级后退视界攻击在 CartPole 上比逐步 FGSM 类和 Sign 噪声更压低回报。

    这项工作研究 DRL 上的迁移式黑盒观测攻击:受害参数不可访问时,在白盒代理上造扰动再迁移。

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  2. AttacksarXiv 2610.03166

    LiBRA:通过双向隐空间优化实现检测感知的图像水印去除

    提出 LiBRA,在潜空间双向优化以规避图像水印双侧检测

    Published
    Attacker
    White-box
    Evaluated models
    Stable Signature, YU1, HiDDeN and others4

    AbstractLiBRA 用双向潜空间优化规避双侧水印检测,并提高相对反转基线的保真。

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  3. 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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