Demystifying Oversmoothing in Sheaf Neural Networks: An Index-Theoretic Criterion

Junwen Dong, Yuhan Peng, Hao Li +2

To combat oversmoothing in Graph Convolutional Networks, Sheaf Neural Networks (SNNs) were proposed as a generalization by equipping the graph with a sheaf structure and replacing…