Similarity-Navigated Conformal Prediction for Graph Neural Networks

Jianqing Song, Jianguo Huang, Wenyu Jiang +3

Graph Neural Networks have achieved remarkable accuracy in semi-supervised node classification tasks. However, these results lack reliable uncertainty estimates. Conformal predicti…