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Oct 12 · Monday

All papers

Found 1 paper
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Attack type

Poisoning and backdoors31Extraction and theft1Detection evasion5

Impact

Data and privacy leaks16Output manipulation1Availability and reliability0

Layer

Application layer3Training and data layer1
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Attack type：Extraction and theftImpact：Output manipulationImpact：Availability and reliabilityLayer：Training and data layerClear all

Another 240papers do not have category tags yet and are not included in filtered results.

  1. Analysis and theoryarXiv 2609.33909

    近重复家族干扰精确记录成员推断

    分析近重复族如何让精确记录成员推断误判为入训

    arXiv
    2609.33909
    Published
    Layer
    Training and data layer
    Setting
    Models and APIs
    Evaluated models
    Pythia-2.8B, GPT-2, Qwen3.5-2B and others5
    Abstract近重复使干净参照 MI 把族级暴露当成精确记录。

    作者研究成员推断能否作为精确记录的数据来源证据。版权和来源审计需要的是该记录本身是否入训，而网页语料中的转载、镜像和轻改会让非同一近重复产生成员样分数。四世界审计用 E 表示精确记录是否入训、用 F 表示其近重复族是否在场，从而分开 H00 到 H10 的标准 MI、H00 到 H01 的族偏移，以及 H01 到 H11 的 exact-given-family。

    Paper analysisRead analysis
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