@article{automaticfailureattributionandcriticalst,
  title = {Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference},
  author = {Guoqing Ma and Jia Zhu and Hanghui Guo and Weijie Shi and Jiawei Shen and Jingjiang Liu and Yidan Liang},
  year = {2025},
  eprint = {2509.08682},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2509.08682},
}