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

Shaokun Zhang, Ming Yin, Jieyu Zhang, Jiale Liu, Zhiguang Han, Jingyang Zhang, Beibin Li, Chi Wang, Huazheng Wang, Yiran Chen, Qingyun Wu

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failure analysis

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@misc{zhang-2025-which-agent-causes,
  author = {Shaokun Zhang and Ming Yin and Jieyu Zhang and Jiale Liu and Zhiguang Han and Jingyang Zhang and Beibin Li and Chi Wang and Huazheng Wang and Yiran Chen and Qingyun Wu},
  title = {{Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems}},
  year = {2025},
  note = {ICML 2025},
  url = {https://arxiv.org/abs/2505.00212}
}