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Oct 12 · Monday

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  1. AttacksarXiv 2610.09819

    FAB 攻击:给 HuBERT/WavLM 植入后门,背景警笛声即可让下游语音任务失灵

    提出 FAB 攻击,向声学基础模型植入可由环境声触发的后门

    Published
    Evaluated models
    HuBERT-base, WavLM-base

    Abstract论文提出了针对声学基模的 FAB 后门攻击,在弱威胁模型下实现了任务无关、物理可触发的后门植入。

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  2. DefensesarXiv 2608.05578

    AMS 工具通过激活分析检测语言模型的安全训练改动

    提出 AMS,用激活分离与方向相似度检测安全训练改动

    Published
    Evaluated models
    Llama-3.1-8B-Instruct, Llama-3.2-3B-Instruct, Llama-3.2-1B-Instruct and others14
    AbstractAMS 按激活签名把安全改动分四类,前三类可由两级扫描覆盖,行为微调会漏。

    AMS 是面向开放权重模型、部署前使用的激活扫描器,用来看安全训练被拿掉或改写之后,激活空间里还留着什么几何痕迹。

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  3. AttacksarXiv 2601.14310

    CORVUS:用 LoRA 伪装内部信号绕过单次幻觉检测器

    提出 CORVUS,用 LoRA 伪装内部遥测以绕过幻觉检测器

    Published
    Attacker
    White-box
    Evaluated models
    Llama-2-7B-Chat, Vicuna-7B (v1.5), Llama-3-8B-Instruct and others4

    Abstract作者称内部遥测在自适应模型侧对抗下易被操纵,CORVUS 通过轻量适配器微调降低了多种幻觉检测器的效果。

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