Skip to content

Translation in progress Some entries still include text in the original language.

Oct 12 · Monday

All papers

Found 4 papers
Filter2
Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 265papers have no tags yet and are not included in filtered results.

Another 265papers do not have category tags yet and are not included in filtered results.

  1. DefensesarXiv 2610.02853

    研究提出基于收缩约束状态空间模型的有界可达性与越狱检测方法

    提出收缩约束 SSM 安全头,认证嵌入扰动并检测越狱

    Published
    Evaluated models
    ToySSMClassifier, S4 safety head
    Abstract收缩给出玩具 LTI 的有界认证。

    给 SSM 安全头一个收缩条件,并在越狱检测上使用收缩正则的 S4 头。。

    Paper analysisRead analysis
  2. DefensesarXiv 2610.00883

    DeBERTa-ConPara:面向部署的 AI 生成文本检测,推理端 Unicode 归一化提升对抗鲁棒性

    提出推理时 Unicode 归一化的检测器,识别遭字符级扰动的 AI 生成文本

    Published
    Evaluated models
    microsoft/deberta-v3-large, deberta-v3-base, bert-large-cased and others4
    Abstract推理时归一化消除两类 Unicode 攻击,训练时归一化则会删掉对抗监督。

    DeBERTa-ConPara 是一个面向部署的 AI 文本检测器:DeBERTa-v3-large 在多数据集原始文本上训练,推理前做确定性 Unicode 归一化,用一个固定阈值面对没有目标域标签的场景。

    Paper analysisRead analysis
  3. 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。

    Paper analysisRead analysis
You have reached the end