Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing

Benchmark Model Rank Results
node-classification-on-actorUDGNN (GCN)Accuracy: 36.13 ± 1.21
node-classification-on-chameleonUDGNN (GCN)Accuracy: 74.53±1.19
node-classification-on-cornellUDGNN (GCN)Accuracy: 84.32±7.29
node-classification-on-squirrelUDGNN (GCN)Accuracy: 68.13±2.59
node-classification-on-texasUDGNN (GCN)Accuracy: 84.60±5.32
node-classification-on-wisconsinUDGNN (GCN)Accuracy: 87.64±3.74