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Oct 13 · Tuesday

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  1. DefensesarXiv 2610.07657

    DEFER1 多智能体防御研究报告受控测试中的攻击成功率下降

    实现 DEFER,以确定性检查优先拦截多智能体流水线的内容攻击

    Published
    Evaluated models
    Qwen3-235B-A22B-Instruct-2507, gpt-oss-120b, Llama-4-Scout-17B-16E-Instruct and others5
    AbstractDEFER 把确定性检查放在 judge 之前。

    DEFER 用来测量多智能体授权流水线里,确定性规则在何处结束、LLM judge 从何处开始。

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  2. A study empirically tests five Agent memory systems and finds none of them enforce revocation markers

    评测 Agent 记忆系统的软撤回执行情况,并提出陈旧检索防护

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.5, Grok-4, DeepSeek-V4-Flash and others9

    Abstract系统揭示了记忆系统软撤回在检索时普遍未执行的安全漏洞,证明写回会击穿现有防御,并提出读取端防护作为必要控制手段。

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  3. AttacksarXiv 2607.06595

    When Agents Remember Too Much: Memory Poisoning Attacks against Large Language Model Agents

    Proposed GhostWriter memory poisoning, which writes into the agent's long-term memory via email and calendar and activates across sessions

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.4-mini, DeepSeek-V4-Flash, Gemini-2.5-Flash and others4
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  4. No Attacker Needed: Unintentional Cross-User Contamination in Shared-State LLM Agents

    形式化并评测共享状态 Agent 的无意跨用户污染

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4o
    Abstract作者报告良性交互即可造成跨用户污染,文本清洗挡不住代码记忆。

    UCC 是共享状态 LLM 智能体上的稳健性问题:源交互可以是良性的,局部有效的制品仍会在后来被误用到其他用户。

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