NC-GNN: Consistent Neighbors of Nodes Help More in Graph Neural Networks

Table 5

The results of node classification accuracy (%) on the datasets.

Data	Cora	Citeseer	PubMed	Photo	Computers
DeepWalk	67.2	43.2	65.3	-	-
GCN	81.6	70.5	78.7	89.6	76.5
GraphSage	77.4	67.0	76.6	86.5	74.5
GAT	82.6	70.3	77.5	91.3	79.3
DropEdge	79.6	67.6	73.4	87.6	78.2
SimP-GCN	82.5	72.5	80.9	89.4	78.2
NC-GCN	83.0	74.2	79.3	90.9	83.3
NC-GAT	83.5	73.0	79.1	92.1	84.5