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arXiv · Multiagent Systems· Xinwen Liu, Zhuocheng Pan, Isabella Zhu, Jawei Zhang, Xudong Liu, Tianyu Wo·· 4 hr agoAI score26

MAScope:基于通信拓扑的多智能体 LLM 故障诊断框架

Know the Shape, Find the Fault: Topology-Conditioned Diagnosis of Multi-Agent LLM Failures

AI brief

论文提出 MAScope,一个面向多智能体 LLM 系统的两阶段拓扑条件诊断框架,由 Trace Structural Extractor(TSE)从执行轨迹恢复通信拓扑,再由 Topology-Conditioned Judge(TC-Judge)结合轨迹、预测拓扑与失败先验进行故障分类。

Source: arXiv · Multiagent Systems · arxiv.org