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Oct 12 · Monday

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Found 4 papers
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Impact

Harmful content8Unauthorized actions3Data and privacy leaks15Output manipulation64Availability and reliability4Oversight failure5

System type

Models and APIs33LLM applications4AI Agent50coding agent9web agent4Embodied systems and robotics11

Layer

Application layer3
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Impact：Availability and reliabilitySystem type：LLM applicationsClear all

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  2. Evaluation and benchmarksarXiv 2610.04691

    RAGStress：评测知识库退化下 RAG 鲁棒性的受控基准

    提出 RAGStress 受控基准，评测知识库退化下的 RAG

    arXiv
    2610.04691
    Published
    Layer
    Application layer
    Setting
    LLM applications
    Evaluated models
    Claude Sonnet 4, Claude Opus 4.6, DeepSeek R1 and others5
    Abstract作者用 RAGStress 比较五系统。

    RAGStress 是知识库损坏下的 RAG 受控压力测试。作者明确不把它当作模型排行榜。

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  3. Evaluation and benchmarksarXiv 2609.15017

    PIDS-Bench：在过度防御、混淆与分布偏移下评测提示注入检测器

    提出 PIDS-Bench，评测提示注入检测器在过度防御与分布偏移下的表现

    arXiv
    2609.15017
    Published
    Layer
    Application layer
    Setting
    LLM applications
    Evaluated models
    TF-IDF + logistic regression, DistilBERT, DeBERTa-v3-FT and others7
    AbstractPIDS-Bench 显示高分布内 F1 仍会过度拦截外部来源的安全相关良性输入。

    PIDS-Bench 是一个冻结的检测器级基准，用来在固定阈值下同时看提示注入检测和良性误报。

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  4. Evaluation and benchmarksarXiv 2609.03221

    FairMedAgent：临床 LLM 智能体公平性审计中的随机噪声下限

    用 FairMedAgent 测量临床智能体在输入不变时的动作不稳定性下限

    arXiv
    2609.03221
    Published
    Layer
    Application layer
    Setting
    LLM applications
    Evaluated models
    claude-haiku-4-5, claude-sonnet-5, llama3.1:8b-instruct and others7
    Abstract先测同一输入下的动作不一致率，再用它解读人口学翻转率。

    FairMedAgent 把临床智能体公平审计里的采样噪声单独量出来：输入不变时动作仍会改变，这个比率就是解读翻转率的下限。。

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