Towards Geometry-Consistent Federated Graph Learning. - Yuecen Wei; Zhiyu Zhuang; Yisen Gao; Xingcheng Fu; Qingyun Sun; Ziwei Zhang 001; Tianyu Wo; Chunming Hu (WWW, 2026)