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Oct 12 · Monday

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  1. DefensesarXiv 2610.07276

    SAFESHIELD:小语言模型部署时安全的决策组织框架

    提出 SAFESHIELD,组织小语言模型部署时的安全决策

    Published
    Evaluated models
    Qwen3-4B-Instruct
    AbstractSAFESHIELD 用可审计决策轨迹组织 SLM 部署时的四项安全决策,并报告协调依赖影响端到端结果。

    SAFESHIELD 是面向小语言模型的部署时安全框架,把运行时安全从单项审核改写成可检查的决策过程。

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  2. DefensesarXiv 2601.19051

    用 HASTE 主动加固 LLM 防御

    提出 HASTE,挖掘 hard negative 再训练恶意提示检测器

    Published
    Evaluated models
    protectai/deberta-v3-base-prompt-injection
    AbstractHASTE 用 hard negative 再训练检测器。

    HASTE 是检测器侧的闭环硬化框架:持续构造能绕过当前检测的对抗提示,再用来更新恶意提示分类器。

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