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Oct 12 · Monday

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  1. EvoRiskBench: An evolutionary benchmark for runtime security risks of workspace agents

    构建 EvoRiskBench 评测工作区 Agent 的运行时安全风险

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.6 Sol, DeepSeek-V4-Pro-0813, Claude Opus 5

    Abstract论文构建了工作空间智能体运行时风险基准 EvoRiskBench,发现高执行力智能体在 IPI 下面临较高安全风险。

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  2. MMSkillRisk:多模态技能图像中的隐藏指令可诱导 Agent 执行未授权操作

    提出 MMSkillRisk 基准,评测多模态技能图像中的隐藏指令诱导 Agent 越权操作

    Published
    Evaluated models
    GPT-5.6-sol, Kimi-K2.6, Kimi-K3 and others6

    Abstract论文提出 MMSkillRisk 基准与 NCVA 攻击,揭示多模态技能中教学图像潜藏指令可引发未授权操作并与良性任务共存。

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  3. 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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  4. VIGIL: defending LLM agents against tool-flow injection with "verify before submit"

    提出 VIGIL 先验证后提交,防御 Agent 工具流注入

    Published
    Setting
    AI Agent
    Evaluated models
    Qwen3-max, Gemini-2.5-pro
    AbstractVIGIL 用意图约束下的提交前验证处理工具流注入。

    VIGIL 用 verify-before-commit 处理智能体的工具流注入,并配有基准 SIREN。

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