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Oct 12 · Monday

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  1. DefensesarXiv 2610.03089

    COBRA:为计算机使用 Agent 防御分支引导攻击的双 LLM 架构

    提出 COBRA 双 LLM 架构,防御计算机使用 Agent 的分支转向攻击

    Published
    Evaluated models
    gpt-5, UI-TARS-1.5-7B, claude-sonnet-5 and others6

    Abstract提出分支转向防御架构 COBRA,通过事前能力约束与边界代理消除分支转向攻击并兼顾效用。

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  2. DefensesarXiv 2609.38983

    The paper proposes an Approval Laundering taxonomy and empirically shows that Claude Code's approval and execution binding fails

    形式化编程 Agent 的审批洗白并提出 HMAC 权能令牌防御

    Published
    Evaluated models
    Claude Code (v2.1.197, opus[1m] / claude-sonnet-5-ccmax), Codex CLI (@openai/codex v0.154.0)

    Abstract系统揭示编程智能体审批洗白风险,提出七字段权能防御机制,证实其能消除身份时序偏离但难防副作用偏离。

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  3. DefensesarXiv 2609.17648

    多智能体 LLM 流水线中的信任传播与结构隔离

    用任务绑定令牌和策略预言机拦住多智能体流水线的未授权执行

    Published
    Evaluated models
    gemma4:31b-cloud
    Abstract结构性授权拦住了记忆投毒的未授权执行,持密钥时承重的是策略预言机。

    作者在一条会改写沙箱邮件库的四智能体流水线上,检查低权限失陷会不会变成未授权的真实动作。

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  4. DefensesarXiv 2609.15803

    研究者提出 k-robust 联盟对齐,用多智能体评审委托授权

    提出 k-robust 联盟对齐,刻画误对齐评审下的安全委托授权

    Published
    Abstract联盟覆盖使无个体对齐的评审面板仍可相对基线安全授权,数值分数改善完备性。

    委托授权的安全不要求每位评审者对齐,而要求面板在效用空间覆盖委托人。

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  5. MasDrift:跨多智能体架构的授权保持基准

    提出 MasDrift,评测多智能体在良性任务中的授权保持

    Published
    Evaluated models
    DeepSeek V4 Flash, Qwen3.7 Plus, GPT-5.4 Nano and others6
    Abstract授权保持可被测量:层级用未授权动作换完成率,重锚定比沿链携带更稳。

    MasDrift 把多智能体设计中的授权保持做成可测量性质,对象是没有攻击者的普通委托。

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  6. AttacksarXiv 2605.08460

    论文建模多智能体网络中的子智能体继承攻击面

    建模并利用多智能体网络中子智能体生成时的记忆继承漏洞

    Published
    Evaluated models
    MiniMax M2.5, Llama-4-Maverick-17B-128E-Instruct-FP8, Qwen3.5-Plus and others5
    Abstract形式化子智能体继承,在 OpenClaw 上演示四类编排层漏洞并提出防御。

    作者对多智能体网络里的子智能体继承做形式化分析,并用开源框架上的 PoC 演示编排层如何让单点妥协继续扩散。

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  7. DefensesarXiv 2602.10915

    Blind Gods and Broken Screens: Building a Secure, Intent-Centric Mobile Agent Operating System

    提出 Aura,用可信内核中介移动 Agent 的身份、感知与动作控制

    Published
    Evaluated models
    Gemini-3-Flash
    AbstractAura mediates structured interactions via the Agent Kernel.

    Aura uses kernel-mediated structured agent interaction, replacing screen-interface mobile assistants..

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