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20242026
most citedWhich Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

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cs.AI2024

NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning

Ming Yin, Zongsheng Cao, Qiqing Xia +2

Knowledge graphs (KGs) serve as a vital backbone for a wide range of AI applications, including natural language understanding and recommendation. A promising yet underexplored dir…