no code implementations • 11 Feb 2024 • Zehao Dong, Qihang Zhao, Philip R. O. Payne, Michael A Province, Carlos Cruchaga, Muhan Zhang, Tianyu Zhao, Yixin Chen, Fuhai Li
However, we found two major limitations of existing GNNs in omics data analysis, i. e., limited-prediction (diagnosis) accuracy and limited-reproducible biomarker identification capacity across multiple datasets.
no code implementations • 1 Sep 2023 • Zehao Dong, Muhan Zhang, Philip R. O. Payne, Michael A Province, Carlos Cruchaga, Tianyu Zhao, Fuhai Li, Yixin Chen
We theoretically reveal the trade-off of expressivity and stability in graph-canonization-enhanced GNNs.