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Oct 12 · Monday

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  1. HXAI:分布式能源系统中的分层隐私保护可解释 AI 框架

    提出 HXAI 分层隐私解释框架,本地保留细解释并只发布加噪摘要

    Published
    Evaluated models
    gradient-boosted tree regression models
    AbstractHXAI 把无噪声局部 SHAP 留在家庭内,只聚合差分隐私摘要。

    HXAI 是面向分布式能源系统的分层隐私保护解释框架,服务规划、监测与诊断,而不是实时控制。

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  2. Exploring Methods to Detect Recommender System Data Memorization in Large Language Models

    比较提示抽取与激活探测对推荐系统数据记忆的检出

    Published
    Evaluated models
    LLaMA-1B, LLaMA-3B
    Abstract作者称自动优化提示最有希望抽出影片,但数值字段和高分都不能确认泄漏。

    作者比较越狱、激活探测和自动提示,看公开 LLaMA 能否抽出或检出 MovieLens-1M 中的记忆。

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