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ResearchFormerly WizWand

Node Classification on Cora (test) (Median Accuracy)

86.35Median Accuracy (Cora Test)CMP
45.935656.427866.9277.4122May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CMPLabel Rate=50%, Backbone=GraphSage2026.0586.35
CMPlabel rate=50%, Backbone=GAT2026.0585.98
StandardLabel Rate=50%, Backbone=GraphSage2026.0585.7
Standardlabel rate=50%, Backbone=GAT2026.0584.78
UnconstrainedLabel Rate=50%, Backbone=GraphSage2026.0583.76
Unconstrainedlabel rate=50%, Backbone=GAT2026.0583.58
CLLabel Rate=50%, Backbone=GraphSage2026.0583.39
CMPLabel Rate=20%, Backbone=GraphSage2026.0582.81
StandardLabel Rate=20%, Backbone=GraphSage2026.0582.76
CLlabel rate=50%, Backbone=GAT2026.0582.47
CMPlabel rate=20%, Backbone=GAT2026.0582.29
Standardlabel rate=20%, Backbone=GAT2026.0581.71
UnconstrainedLabel Rate=20%, Backbone=GraphSage2026.0581.34
Unconstrainedlabel rate=20%, Backbone=GAT2026.0581.08
CMPlabel rate=10%, Backbone=GAT2026.0580.44
CMPLabel Rate=10%, Backbone=GraphSage2026.0579.8
UnconstrainedLabel Rate=10%, Backbone=GraphSage2026.0578.32
Standardlabel rate=10%, Backbone=GAT2026.0577.86
StandardLabel Rate=10%, Backbone=GraphSage2026.0577.81
Unconstrainedlabel rate=10%, Backbone=GAT2026.0577.77
CMPlabel rate=5%, Backbone=GAT2026.0577.72
CMPLabel Rate=5%, Backbone=GraphSage2026.0577.64
CLLabel Rate=20%, Backbone=GraphSage2026.0577.07
CLlabel rate=20%, Backbone=GAT2026.0577.07
UnconstrainedLabel Rate=5%, Backbone=GraphSage2026.0575.55
CLLabel Rate=10%, Backbone=GraphSage2026.0575.23
Unconstrainedlabel rate=5%, Backbone=GAT2026.0572.82
CLlabel rate=10%, Backbone=GAT2026.0571.77
StandardLabel Rate=5%, Backbone=GraphSage2026.0571.69
CLLabel Rate=5%, Backbone=GraphSage2026.0571.65
CMPLabel Rate=2%, Backbone=GraphSage2026.0571.64
Standardlabel rate=5%, Backbone=GAT2026.0571.21
CLLabel Rate=2%, Backbone=GraphSage2026.0568.92
CLlabel rate=5%, Backbone=GAT2026.0568.74
CLLabel Rate=1%, Backbone=GraphSage2026.0567.98
CMPlabel rate=2%, Backbone=GAT2026.0567.32
UnconstrainedLabel Rate=2%, Backbone=GraphSage2026.0566.69
Unconstrainedlabel rate=2%, Backbone=GAT2026.0565.86
CLlabel rate=2%, Backbone=GAT2026.0565.48
CMPLabel Rate=1%, Backbone=GraphSage2026.0563.96
CLlabel rate=1%, Backbone=GAT2026.0563.58
UnconstrainedLabel Rate=1%, Backbone=GraphSage2026.0562.46
StandardLabel Rate=2%, Backbone=GraphSage2026.0561.24
Standardlabel rate=2%, Backbone=GAT2026.0561.16
CMPlabel rate=1%, Backbone=GAT2026.0556.45
Standardlabel rate=1%, Backbone=GAT2026.0552.59
Unconstrainedlabel rate=1%, Backbone=GAT2026.0548.11
StandardLabel Rate=1%, Backbone=GraphSage2026.0547.49