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Oct 13 · Tuesday

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  1. DefensesarXiv 2610.09793

    用时序逻辑监控工具 Agent

    提出 MFOTL 离线时序验证以监控工具 Agent 的危险动作链

    Published
    Setting
    AI Agent
    Attacker
    Black-box
    Abstract形式化验证可有效识别多步攻击,但其有效性高度依赖轨迹的可信历史记录。

    这篇论文对工具调用大语言模型智能体的安全监控进行了形式化时序验证研究。

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  2. DefensesarXiv 2608.06422

    CMU 研究:分片判断可避免 LLM 监督失效并抵御对抗利用

    提出分片监督,将评判标准分配给独立调用以抵御展示攻击

    Published
    Attacker
    Black-box
    Evaluated models
    Claude Opus 4.8, Claude Sonnet 4.6, Claude Opus 4.6 and others4
    Abstract论文揭示决策负载是大模型监督的独立瓶颈,提出分片与辩论机制有效分离注意力与平衡证据,在多项高难度基准上实现稳健评判。

    本文系统研究了大语言模型在执行多标准监督与评判时的决策负载瓶颈及其安全风险。

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  3. DefensesarXiv 2607.13716

    CAVA:面向智能体 AI 运行时治理的规范动作验证与证明

    提出 CAVA,将异构智能体运行时事件规范为可哈希动作并绑定审批与回执

    Published
    Setting
    AI Agent
    AbstractCAVA 用规范动作指纹承接异构运行时治理。

    CAVA 是给异构智能体运行时用的动作语义层,用来回答“被批准和被审计的到底是哪一个动作”。

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  4. AttacksarXiv 2602.05484

    Masked Mirror: Covert Prompt Injection Attacks Against LLM-Based Phishing Detection

    提出隐蔽提示注入攻击 LLM 钓鱼检测器,并给出防御 InjectDefuser

    Published
    Evaluated models
    OpenAI GPT-5, xAI Grok 4 Fast (Non-Reasoning), Meta Llama 4 Maverick and others4
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