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Oct 13 · Tuesday

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  1. BabelFake:面向多语言音视频 DeepFake 检测的基准数据集

    构建多语言音视频 DeepFake 基准 BabelFake 并评测检测器

    Published
    Evaluated models
    SpeechForensics, AVH-Align, (B)RAVEn
    AbstractBabelFake 为五语同意采集基准。

    BabelFake 是经同意与 IRB 批准采集的多语音视频 DeepFake 检测基准,用来把视觉操纵和语音合成拆开比较。

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  2. DefensesarXiv 2609.37568

    SECRET:用源条件化中继引导缓解音视频大语言模型的幻觉

    提出训练无关的 SECRET,对问题表征做源条件转向以缓解音视频模型幻觉

    Published
    Evaluated models
    VideoLLaMA2-AV-7B, Qwen2.5-Omni-7B, Qwen3-Omni-30B-A3B
    AbstractSECRET 在问题状态上做源条件转向,三个 AVLLM 上减轻了跨模态接地幻觉。

    SECRET 是一种训练无关的问题状态转向方法,用来减轻 AVLLM 的 source-confused grounding hallucination。

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  3. DefensesarXiv 2607.14737

    GeoDetect:面向视觉语言预训练模型的几何对抗检测方法

    提出 GeoDetect 以几何分数检测视觉语言预训练模型的对抗样本

    Published
    Attacker
    White-box
    Evaluated models
    CLIPViT (ViT-B/16), CLIPCNN (ResNet-50), ALBEF and others4
    AbstractGeoDetect 用几何分数检测 VLP 对抗样本。

    GeoDetect 是面向视觉-语言预训练模型的对抗样本检测方法,用嵌入几何而不是任务 logits 区分干净样本与对抗样本。

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  4. AttacksarXiv 2604.14604

    The AudioHijack framework achieves covert audio prompt injection against 13 speech large models

    提出 AudioHijack,用不可感知对抗音频对语音模型做上下文无关提示注入

    Published
    Evaluated models
    SpeechGPT, GLM-4-Voice, VITA-Audio and others15

    Abstract提出了 AudioHijack 框架,揭示了 LALM 对听觉提示注入的脆弱性与传统防御的局限。

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