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Oct 13 · Tuesday

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  1. 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

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    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。

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