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

1 code implementation • 30 Apr 2025 • Shaokun Zhang, Ming Yin, Jieyu Zhang, Jiale Liu, Zhiguang Han, Jingyang Zhang, Beibin Li, Chi Wang, Huazheng Wang, Yiran Chen, Qingyun Wu

In this paper, we propose and formulate a new research area: automated failure attribution for LLM multi-agent systems.