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Oct 13 · Tuesday

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  1. DefensesarXiv 2610.13733

    KVeil: First-Place Solution for the ECCV 2026 LifeGenIP Unlearnable Video Challenge

    Propose KVeil, which adds perturbations to face videos to prevent unauthorized customization from reproducing identity

    Published
    Evaluated models
    Wan2.2-TI2V-5B, HunyuanVideo-1.5, Kling 3.0 and others4

    AbstractKVeil adapts LETHE's reference-reading disruption to the challenge's two stages, ranking first on the leaderboard in both Final columns.

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  2. DefensesarXiv 2607.13336

    TC-UAP:针对图像转视频与微调定制的通用视频保护方法

    提出 TC-UAP,用身份级多帧扰动保护视频免被定制复现身份

    Published
    Evaluated models
    LTX-2.3, Wan2.2-5B
    AbstractTC-UAP 以可复用的时间一致扰动干扰两类定制共用的 VAE 隐空间。

    作者要解决的是:发布前如何给视频加不可见扰动,使片段既不能被拿去微调视频扩散模型,也不能被抽帧做 image-to-video。

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  3. AttacksarXiv 2605.30040

    研究揭示 LLM 按 token 计费可被服务商系统性虚报

    构造可通过计费审计的 token 虚报,使服务商系统性超收

    Published
    Evaluated models
    PALACE domain-adapted auditor
    Abstract不诚实提供方可在三种 token 审计上虚报并通过检查,作者认为需改用提供方不控制的证据。

    不透明 LLM 的按 token 计费里,现有审计核验的是提供方可控的证据,不诚实提供方可以虚报并通过检查。。

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  4. AttacksarXiv 2602.08563

    Stateless yet not forgetful: implicit memory in LLMs as a hidden channel

    提出隐式记忆时间炸弹,使模型跨独立交互累积隐藏状态后激活

    Published
    Evaluated models
    GPT-4o, GPT-4.1, GPT-5.2 and others12
    Abstract作者展示时间炸弹可由提示词或微调诱导。

    作者把这篇工作定位为立场论文:再摄入存在时,按无状态设计的 LLM 仍可能经自身输出携带状态。要处理的问题是,这种不依赖外部记忆模块的通道会让风险跨过单次请求,而单触发测试看不到完整条件。

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