Node Classification on 9 Real-World Datasets (Average) benchmark leaderboard · SOTA2 Research

Node Classification on 9 Real-World Datasets (Average)

1.56Average RankingGREAD-BS

Evaluation Results

Method	Links
GREAD-BS2022.11		1.56	76.64	5	4	0
GREAD-BS2022.11		1.56	76.64	5	4	0
GREAD-FB*2022.11		6.72	74.51	0	0	3
GREAD-FB*2022.11		6.72	74.51	0	0	3
GREAD-F2022.11		7.5	74.13	1	1	1
GREAD-F2022.11		7.5	74.13	1	1	1
GREAD-FB2022.11		7.89	74.48	0	0	1
GloGNN2022.11		8.17	74.99	0	0	1
GloGNN2022.11		8.17	74.99	0	0	1
GREAD-AC2022.11		8.5	73.71	1	0	0
GREAD-AC2022.11		8.5	73.71	1	0	0
ACM-GCN2022.11		8.67	74.92	0	1	0
ACM-GCN2022.11		8.67	74.92	0	1	0
GGCN2022.11		9.5	75.05	0	1	0
GGCN2022.11		9.5	75.05	0	1	0
GREAD-Z2022.11		9.56	73.45	0	0	0
GREAD-ST2022.11		9.83	72.93	0	1	2
Sheaf2022.11		10.33	75.06	1	1	0
Sheaf2022.11		10.33	75.06	1	1	0
GRAFF2022.11		11.28	74.92	0	0	2
WRGAT2022.11		13.61	73.02	0	0	0
GCNII2022.11		14.56	70.16	0	0	0
H2GCN2022.11		16	71.33	0	0	0
BLEND2022.11		16.11	71.79	0	0	0
ACMP2022.11		19.44	71.98	0	0	0
GCON-GCN2022.11		20.17	69.46	0	0	1
LINKX2022.11		21.44	71.11	1	0	0
FA-GCN2022.11		21.89	69.86	0	0	0
GRAND2022.11		22.28	68.94	0	0	0
GCON-GAT2022.11		22.89	68.96	0	0	0
GPR-GNN2022.11		23.17	67.45	0	0	0
GraphSAGE2022.11		23.56	69.5	0	0	0
Geom-GCN2022.11		23.83	63.87	0	0	0
Mixhop2022.11		24.5	68.1	0	0	0
GCN2022.11		24.61	62.77	0	0	0
GDE2022.11		24.67	67.4	0	0	0
MLP2022.11		25.61	66.26	0	0	0
CGNN2022.11		26.11	63.96	0	0	0
ChebNet2022.11		26.56	67.98	0	0	0
GAT2022.11		28.22	60.23	0	0	0
PairNorm2022.11		28.56	61.68	0	0	0
JKNet2022.11		30.06	60.77	0	0	0
SGC2022.11		32.56	58.34	0	0	0