Sheaf Graph Neural Networks via PAC-Bayes Spectral Optimization

Yoonhyuk Choi, Jiho Choi, Chong-Kwon Kim

Over-smoothing in Graph Neural Networks (GNNs) causes collapse in distinct node features, particularly on heterophilic graphs where adjacent nodes often have dissimilar labels. Alt…