Soft label enhanced graph neural network under heterophily

Han Yang, Junyuan Fang, Jiajing Wu, Dan Li, Yaonan Wang, Zibin Zheng

Abstract: Highlights•Use neighborhood label distribution information for node representation learning.•Adopt soft labels to better capture neighborhood label distribution.•Employ an attention mechanism to capture neighborhood importance distributions.•Jointly optimize soft label predictor and label-guided graph convolution modules.