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Oct 12 · Monday

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  1. DefensesarXiv 2610.09496

    SOUL:用稀疏特征策略遗忘缓解 VLA 模型的状态幻觉

    提出 SOUL 稀疏特征策略遗忘,缓解 VLA 状态幻觉

    Published
    Evaluated models
    OpenVLA, π0.5
    AbstractSOUL 以稀疏特征遗忘 VLA 状态幻觉。

    SOUL用稀疏特征引导的策略 unlearning 处理 VLA 的 state hallucination。

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  2. 论文提出按风险类别测量的对齐缩放定律框架

    提出分风险对齐标度律框架,测量各类风险的对齐负担如何随规模变化

    Published
    Evaluated models
    Pythia (14m–2.8b), Qwen2.5 (0.5B–72B), Qwen2.5-Instruct (0.5B–14B) and others4
    Abstract论文提出了分风险对齐标度律框架,测得真实性与倾向纠错呈标度有益,但盲后门仍存活,揭示隐藏风险的长期挑战。

    本文提出了一个将大语言模型对齐难度形式化为可测量标度关系的理论框架与预注册评测协议。

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