@article{stepbystepcausalitytransparentcausaldisc,
  title = {Step-by-Step Causality: Transparent Causal Discovery with Multi-Agent Tree-Query and Adversarial Confidence Estimation},
  author = {Ziyi Ding and Chenfei Ye-Hao and Zheyuan Wang and Xiao-Ping Zhang},
  year = {2026},
  eprint = {2601.10137},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.10137},
}