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ResearchFormerly WizWand

Node Classification on Physics (test) (Median test accuracy)

95.56Median Test AccuracyStandard
79.64883.77987.9192.041May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
StandardLabel Rate=5%, Backbone=GraphSage2026.0595.56
CMPlabel rate=5%, Backbone=GAT2026.0595.14
CMPLabel Rate=5%, Backbone=GraphSage2026.0595
StandardLabel Rate=2%, Backbone=GraphSage2026.0594.97
UnconstrainedLabel Rate=5%, Backbone=GraphSage2026.0594.79
Unconstrainedlabel rate=5%, Backbone=GAT2026.0594.79
CMPlabel rate=2%, Backbone=GAT2026.0594.68
CMPLabel Rate=2%, Backbone=GraphSage2026.0594.48
UnconstrainedLabel Rate=2%, Backbone=GraphSage2026.0594.27
CLLabel Rate=5%, Backbone=GraphSage2026.0594.26
Unconstrainedlabel rate=2%, Backbone=GAT2026.0594.19
CMPlabel rate=1%, Backbone=GAT2026.0594.07
CMPLabel Rate=1%, Backbone=GraphSage2026.0594.05
StandardLabel Rate=1%, Backbone=GraphSage2026.0594.03
CLlabel rate=5%, Backbone=GAT2026.0594.02
Standardlabel rate=5%, Backbone=GAT2026.0593.83
UnconstrainedLabel Rate=1%, Backbone=GraphSage2026.0593.75
CLLabel Rate=2%, Backbone=GraphSage2026.0593.5
Unconstrainedlabel rate=1%, Backbone=GAT2026.0593.46
UnconstrainedLabel Rate=0.5%, Backbone=GraphSage2026.0593.27
CLlabel rate=2%, Backbone=GAT2026.0593.24
CMPLabel Rate=0.5%, Backbone=GraphSage2026.0593.04
CMPlabel rate=0.5%, Backbone=GAT2026.0592.76
Standardlabel rate=2%, Backbone=GAT2026.0592.5
CLLabel Rate=1%, Backbone=GraphSage2026.0592.32
Unconstrainedlabel rate=0.5%, Backbone=GAT2026.0592.07
CLlabel rate=1%, Backbone=GAT2026.0592.07
Standardlabel rate=1%, Backbone=GAT2026.0591.26
StandardLabel Rate=0.5%, Backbone=GraphSage2026.0591.13
CMPLabel Rate=0.2%, Backbone=GraphSage2026.0590.92
CMPlabel rate=0.2%, Backbone=GAT2026.0590.83
CLLabel Rate=0.5%, Backbone=GraphSage2026.0590.82
UnconstrainedLabel Rate=0.2%, Backbone=GraphSage2026.0589.78
CMPLabel Rate=0.1%, Backbone=GraphSage2026.0588.51
Unconstrainedlabel rate=0.2%, Backbone=GAT2026.0587.79
Standardlabel rate=0.5%, Backbone=GAT2026.0587.71
CMPlabel rate=0.1%, Backbone=GAT2026.0587.4
CLLabel Rate=0.2%, Backbone=GraphSage2026.0586.89
StandardLabel Rate=0.2%, Backbone=GraphSage2026.0586.53
CLlabel rate=0.5%, Backbone=GAT2026.0586.32
Unconstrainedlabel rate=0.1%, Backbone=GAT2026.0585.2
StandardLabel Rate=0.1%, Backbone=GraphSage2026.0584.07
CLLabel Rate=0.1%, Backbone=GraphSage2026.0583.95
CLlabel rate=0.1%, Backbone=GAT2026.0583.61
UnconstrainedLabel Rate=0.1%, Backbone=GraphSage2026.0583.46
CLlabel rate=0.2%, Backbone=GAT2026.0583.24
Standardlabel rate=0.1%, Backbone=GAT2026.0580.47
Standardlabel rate=0.2%, Backbone=GAT2026.0580.26