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Transductive Node Classification on Cora 20 labels per class

81.5Mean Accuracy

COLES-S^2GC

Updated 1mo ago

Evaluation Results

Method	Links
COLES-S^2GC 2022.01		81.5	1.2
S^2GC 2022.01		81.3	1.2
PCA-S^2GC 2022.01		81.2	1.3
COLES-GCN (Stiefel) 2022.01		81	1.3
COLES-GCN (+Aug) 2022.01		81	1.3
COLES-GCN 2022.01		80.8	1.3
SCE 2022.01		80.2	1.1
MixHop 2022.01		80	1.4
GAT 2022.01		79.6	1.5
GCN 2022.01		79.4	1.6
GraphCL 2022.01		78.3	1.7
SGC 2022.01		78.3	1.9
DGI 2022.01		78.1	1.8
RP-S^2GC 2022.01		78.1	1.2
Graph2Gauss 2022.01		76.2	1.1
GCA 2022.01		75.8	1.9
GCN with SampledNCE 2022.01		74.3	1.6
GRACE 2022.01		73.9	1.6
SAGE with SampledNCE 2022.01		73.8	1.5
DeepWalk 2022.01		70.5	1.9
COLES-S^2GC 2022.01		61.8	0.5
GCN 2022.01		61.5	0.5
MixHop 2022.01		61	0.7
SCE 2022.01		60.6	0.6
S^2GC 2022.01		60	0.5
COLES-GCN (+Aug) 2022.01		59.4	0.5
PCA-S^2GC 2022.01		59.3	0.6
COLES-GCN (Stiefel) 2022.01		59.2	0.5
COLES-GCN 2022.01		58.9	0.5
DGI 2022.01		58.4	0.6
SGC 2022.01		57.7	1.2
GAT 2022.01		56.9	0.6
DeepWalk 2022.01		51.1	0.7
Graph2Gauss 2022.01		49.3	0.5
RP-S^2GC 2022.01		48.7	0.6
GCN with SampledNCE 2022.01		45.2	0.9
SAGE with SampledNCE 2022.01		43.6	0.6