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Oct 12 · Monday

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  1. AttacksarXiv 2609.13889

    PMPA:针对 OpenClaw 与 Claude Code 的持久记忆投毒攻击

    提出 PMPA,经外部源向 Agent 持久记忆投毒并跨会话泄露隐私

    Published
    Evaluated models
    DeepSeek-V4-Flash, DeepSeek-V4-Pro, Qwen3-Max

    Abstract论文提出了持久记忆投毒攻击 PMPA,报告了 harness 智能体在处理外部数据时易受跨会话记忆投毒与隐私泄露的风险。

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  2. AttacksarXiv 2609.12448

    GraphProfiler 用个人知识图谱推断敏感属性并溯源到具体帖子

    提出 GraphProfiler,用个人知识图谱从帖子历史推断敏感属性并溯源

    Published
    AbstractGraphProfiler 用源链接个人知识图谱做属性推断,准确率接近文本基线,并把证据定位到少量源帖。

    GraphProfiler 是一个可审计的 LLM 敏感属性画像器:用源链接个人知识图谱,把推断落到具体帖子。

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  3. DefensesarXiv 2605.17380

    Uber proposes ADR enterprise-level agent detection system, deployed on 7,200 hosts for ten months

    提出企业级检测系统 ADR,识别编程 Agent 的提示注入与恶意 MCP

    Published

    Abstract提出了端点因果遥测、两级在线分流与离线红队闭环的 ADR 系统,并在生产环境中验证了有效性。

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