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ResearchFormerly WizWand

Node Classification on PubMed (test) (Median Accuracy)

87.19Median AccuracySPGCL
57.49865.206572.91580.6235May 18, 2026May 21, 2026May 25, 2026May 29, 2026Jun 1, 2026Jun 5, 2026Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SPGCLTraining Data=X, A2026.0687.19
E2NegTraining Data=X, A2026.0687.08
ProGCLTraining Data=X, A2026.0686.97
LocalGCLTraining Data=X, A2026.0686.53
StrGCLTraining Data=X, A2026.0686.52
CSGCLTraining Data=X, A2026.0686.48
GCATraining Data=X, A2026.0686.46
DGITraining Data=X, A2026.0686.12
GRACETraining Data=X, A2026.0686.02
SGRLTraining Data=X, A2026.0686.02
BGRLTraining Data=X, A2026.0685.57
SCETraining Data=X, A2026.0685.03
GCNTraining Data=X, A, Y2026.0684.8
SIGNATraining Data=X, A2026.0684.23
StandardLabel Rate=5%, Backbone=GraphSage2026.0583.62
Standardlabel rate=5%, Backbone=GAT2026.0582.5
StandardLabel Rate=2%, Backbone=GraphSage2026.0581.21
CLlabel rate=5%, Backbone=GAT2026.0580.92
CMPLabel Rate=5%, Backbone=GraphSage2026.0580.72
CLLabel Rate=5%, Backbone=GraphSage2026.0580.42
UnconstrainedLabel Rate=5%, Backbone=GraphSage2026.0579.97
StandardLabel Rate=1%, Backbone=GraphSage2026.0579.89
CLlabel rate=2%, Backbone=GAT2026.0579.57
Standardlabel rate=2%, Backbone=GAT2026.0579.5
CMPlabel rate=5%, Backbone=GAT2026.0579.27
Unconstrainedlabel rate=5%, Backbone=GAT2026.0578.42
CMPLabel Rate=2%, Backbone=GraphSage2026.0578.4
CLLabel Rate=2%, Backbone=GraphSage2026.0578.36
StandardLabel Rate=0.5%, Backbone=GraphSage2026.0577.74
Standardlabel rate=1%, Backbone=GAT2026.0577.61
CLlabel rate=1%, Backbone=GAT2026.0577.41
CMPlabel rate=2%, Backbone=GAT2026.0576.98
UnconstrainedLabel Rate=2%, Backbone=GraphSage2026.0576.43
CLLabel Rate=1%, Backbone=GraphSage2026.0576.1
CMPLabel Rate=1%, Backbone=GraphSage2026.0576.08
Standardlabel rate=0.5%, Backbone=GAT2026.0575.9
CMPlabel rate=1%, Backbone=GAT2026.0575.88
Unconstrainedlabel rate=2%, Backbone=GAT2026.0575.51
CLlabel rate=0.5%, Backbone=GAT2026.0575.41
UnconstrainedLabel Rate=1%, Backbone=GraphSage2026.0575.39
CLLabel Rate=0.5%, Backbone=GraphSage2026.0575.32
CMPLabel Rate=0.5%, Backbone=GraphSage2026.0574.67
CMPlabel rate=0.5%, Backbone=GAT2026.0574.27
CLLabel Rate=0.2%, Backbone=GraphSage2026.0573.66
UnconstrainedLabel Rate=0.5%, Backbone=GraphSage2026.0572.9
Unconstrainedlabel rate=1%, Backbone=GAT2026.0572.82
Unconstrainedlabel rate=0.5%, Backbone=GAT2026.0571.62
CLlabel rate=0.2%, Backbone=GAT2026.0571.14
StandardLabel Rate=0.2%, Backbone=GraphSage2026.0571.08
CMPLabel Rate=0.2%, Backbone=GraphSage2026.0571.02
CMPlabel rate=0.2%, Backbone=GAT2026.0570.36
UnconstrainedLabel Rate=0.2%, Backbone=GraphSage2026.0569.63
CLlabel rate=0.1%, Backbone=GAT2026.0569.43
CLLabel Rate=0.1%, Backbone=GraphSage2026.0569.38
Standardlabel rate=0.2%, Backbone=GAT2026.0568.2
Unconstrainedlabel rate=0.2%, Backbone=GAT2026.0567.1
CMPLabel Rate=0.1%, Backbone=GraphSage2026.0564.97
CMPlabel rate=0.1%, Backbone=GAT2026.0562.29
UnconstrainedLabel Rate=0.1%, Backbone=GraphSage2026.0560.44
Unconstrainedlabel rate=0.1%, Backbone=GAT2026.0559.81
StandardLabel Rate=0.1%, Backbone=GraphSage2026.0559.59
Standardlabel rate=0.1%, Backbone=GAT2026.0558.64