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Oct 12 · Monday

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  1. DefensesarXiv 2610.01969

    RASteer:面向扩散模型概念擦除的保留感知激活引导方法

    提出 RASteer,推理时按保留子空间校正激活以擦除文生图目标概念

    Published
    Evaluated models
    Stable Diffusion v1.4, Stable Diffusion v1.5, Stable Diffusion v2.1 and others4
    AbstractRASteer 用保留子空间校正擦除方向,在固定权重下同时压低目标并保住保留概念。

    Retain-aware Activation Steering(RASteer) 是一种不改权重的推理时概念擦除方法,用于文生图扩散模型去掉指定概念并减少对保留概念的误伤。

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  2. DefensesarXiv 2609.03629

    EraseSAE:用稀疏自编码器在文生视频扩散模型中实现精准概念擦除

    提出 EraseSAE,在文生视频模型中局部擦除指定概念

    Published
    Evaluated models
    CogVideoX-5B, HunyuanVideo, Flux.1 [dev]
    AbstractEraseSAE 用单义特征局部擦除。

    EraseSAE 把 SAE 用于 DiT 文生视频模型的概念擦除。作者要解决的是:全局改权重或表面负提示对不齐细粒度、分布式的概念,而且会改到无关时空区域。

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