Step-by-Step Causality: Transparent Causal Discovery with Multi-Agent Tree-Query and Adversarial Confidence Estimation. - Ziyi Ding; Chenfei Ye-Hao; Zheyuan Wang; Xiao-Ping Zhang (CoRR, 2026)