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Cascade Failure Attribution for Multi-Agent Systems.

arXiv:2608.29646v2 Announce Type: replace Abstract: Large language model (LLM)-based agents have shown strong potential in solving complex tasks through multi-step reasoning, yet they remain vulnerable to execution failures. Accurate failure attribution is the

arXiv cs.AIResearch source·