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Oct 12 · Monday

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  1. 论文提出长期记忆智能体的检索可允许性验证框架

    提出检索可采纳性核验框架,评测记忆智能体的记录资格与披露

    Published
    Setting
    AI Agent
    Evaluated models
    DeepSeek V4 Pro, Gemini 3.6 Flash, GPT-5.6 Luna and others7
    Abstract作者用三值可采纳性和匹配召回界审计长时记忆检索,并分开报告支持、资格与披露。

    这是一套长时记忆检索的可采纳性核验协议,用来分开检查候选支持、资格、提示词暴露和答案披露,而不是提出新的检索算法。。

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  2. DefensesarXiv 2610.07258

    AMU:用派生血缘门控实现企业 AI Agent 列级访问控制

    提出 AMU 按推导图门控企业 Agent 共享记忆的列级访问

    Published
    Setting
    AI Agent
    Abstract在完整血缘下,AMU 按列权限放行缓存,并标出同名 KPI 冲突。

    AMU 用列级推导门控共享记忆,拦截经缓存流出的无权敏感列,并标出同名 KPI 的定义冲突。

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  3. DefensesarXiv 2610.05241

    StateWise:在 Agent 执行动作前诊断并修复持久操作状态

    提出 StateWise,在编码智能体行动前诊断并修复失效持久状态

    Published
    Evaluated models
    GPT-5.6-sol, DeepSeek v4 Pro, Qwen 3.7 Max and others4
    AbstractStateWise 在动作前修复失效的持久前提。

    StateWise 是在执行带副作用的动作之前,诊断并修复编码智能体持久操作状态的框架。

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  4. 研究实测五套 Agent 记忆系统均不执行撤销标记

    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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