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Oct 12 · Monday

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System type

Models and APIs17LLM applications3coding agent0Browser and computer use0

Attack surface / entry point

User input51Web pages and interfaces17Documents and messages24Tool responses11Tool and skill descriptions26Code repositories and dependencies21Retrieval corpus24Memory writes5Images, audio and video12Training data4Weights and gradients4Distribution channels23Inference services and hardware3
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System type：LLM applicationsSystem type：coding agentSystem type：Browser and computer useAttack surface / entry point：Inference services and hardwareClear all

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  1. AttacksarXiv 2610.09981

    研究：LLM 路由决策日志可推断用户医疗、自伤等敏感话题

    提出利用路由元数据推断敏感话题的侧信道攻击

    arXiv
    2610.09981
    Published
    Layer
    Infrastructure layer
    Setting
    LLM applications
    Evaluated models
    RouteLLM (BERT router), notdiamond-0001, Vela (vLLM Semantic Router)

    Abstract论文揭示并测量了 LLM 路由决策在无文本日志中的敏感话题泄露，验证了按类别公平性防御的有效性与边界。

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  3. DefensesarXiv 2601.21189

    Adaptive robust cost-aware Proof of Quality for decentralized LLM inference networks

    为去中心化 LLM 推理网络提出稳健成本感知 PoQ，抵御恶意评估者操纵分数

    arXiv
    2601.21189
    Published
    Layer
    Application layer
    Setting
    LLM applications
    Evaluated models
    llama 3 2 3b, gemma 2 2b it, tinyllama 1 1b and others10
    Abstract成本感知 PoQ 加入稳健共识。

    这篇扩展工作把成本感知 Proof of Quality 的共识层改成能承受恶意评估分数的形式，奖励仍同时看输出质量与延迟成本。

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