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Oct 12 · Monday

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  1. DefensesarXiv 2610.07774

    研究者提出读取路由 logits 的 MoE 视觉语言模型多模态安全检测器

    AI summary研究者提出一种轻量级路由 logits 安全检测器,在提示词预填充阶段读取 MoE 视觉语言模型的专家路由信号,在生成前判断多模态请求是否安全,且不修改模型参数或专家路由。

    Published
    Evaluated models
    Qwen3-VL-30B-A3B-Instruct, Kimi-VL-A3B-Instruct
    Abstract读出而非操纵 router logits,可在不改模型的情况下降低两模型的组合式安全错误。

    作者在两个指令微调 MoE VLM 上比较改模型与读路由。组合式风险按 HoliSafe 分成五类:图文各自可安全,合在一起才不安全,或不安全内容只在图像里。

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  2. DefensesarXiv 2608.30703

    SingProbe 发布开源内在护栏框架,适配 29 个开源模型

    提出内生护栏 SingProbe,复用解码隐状态监测查询意图、回复安全与幻觉

    Published
    Evaluated models
    Ling-3.0-tiny-singprobe, Ling-3.0-flash-singprobe
    AbstractSingProbe 用轻量内生探针做生成时三类监测,并给出流式基准与低开销服务接入。

    SingProbe 是面向生成时监测的开源内生护栏:复用基座解码隐状态,而不是另起模型反复编码文本。

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