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Beyond LLM-Based Reasoning: Lightweight GNNs for Agent Failure Attribution
不靠大模型推理，轻量图神经网络也能精准归因智能体失败，效率与可解释性兼得。
arXiv:2608.18575v1 Announce Type: new Abstract: Large language model (LLM)-based multi-agent systems (MAS) often exhibit complex failure modes, which …