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Oct 12 · Monday

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  1. DefensesarXiv 2609.24165

    APEXA 为同步辐射数据处理的 LLM 多智能体加装执行完整性护栏

    提出 APEXA,在工具层拒绝无执行支撑的结果并拦截电机命令

    Published
    Evaluated models
    GPT-5-mini, GPT-5.4, Claude Opus 4.7 and others4
    Abstract作者称执行是否发生要由工具层核对,而不能只靠提示词。

    APEXA 是先进光子源上的数据还原框架,用工具层代码约束语言模型智能体的工具调用。

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  2. DefensesarXiv 2609.04159

    Sentinel-RL:将拓扑推理从 LLM 智能体中卸载到安全运营中心

    提出 Sentinel-RL,将拓扑处置从 LLM 卸载到受约束图策略

    Published
    Evaluated models
    HetGAT, PPO
    AbstractSentinel-RL 用图编码器与 PPO 承担拓扑决策,LLM 负责叙述与门控,并在 LANL 上报告检测与时延。

    Sentinel-RL 是面向 SOC 的神经符号架构:拓扑决策离开 LLM,改由认证图上的 HetGAT 与 PPO 完成。

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