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ResearchFormerly WizWand

Node Classification on Computers Random rho=25.50 (test)

85Balanced AccuracyReVar
64.51269.83175.1580.469Oct 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ReVarBackbone=GCN, Repetitions=52023.108582.35
GraphENS + TAMBackbone=GCN, Repetitions=52023.1082.8376.76
GraphENSBackbone=GCN, Repetitions=52023.1082.6676.55
ReVarBackbone=GAT, Repetitions=52023.1081.9480.94
BalancedSoftmax + TAMBackbone=GCN, Repetitions=52023.1081.6475.59
RenodeBackbone=GCN, Repetitions=52023.1081.6476.87
BalancedSoftmaxBackbone=GCN, Repetitions=52023.1081.3974.54
PC SoftmaxBackbone=GCN, Repetitions=52023.1081.3475.17
ReVarBackbone=SAGE, Repetitions=52023.1080.6177.49
GraphSMOTEBackbone=GCN, Repetitions=52023.1080.573.79
Renode + TAMBackbone=GCN, Repetitions=52023.1080.575.79
Re-WeightBackbone=GCN, Repetitions=52023.1080.4975.07
GraphENS + TAMBackbone=SAGE, Repetitions=52023.1078.9873.59
VanillaBackbone=GCN, Repetitions=52023.1078.4377.14
GraphENSBackbone=SAGE, Repetitions=52023.1077.6472.65
GraphENS + TAMBackbone=GAT, Repetitions=52023.1075.8172.62
GraphENSBackbone=GAT, Repetitions=52023.1075.2571.49
BalancedSoftmax + TAMBackbone=GAT, Repetitions=52023.107470.72
BalancedSoftmaxBackbone=SAGE, Repetitions=52023.1073.869.74
BalancedSoftmax + TAMBackbone=SAGE, Repetitions=52023.1073.7771.03
RenodeBackbone=GAT, Repetitions=52023.1072.871.4
GraphSMOTEBackbone=SAGE, Repetitions=52023.1072.6968.73
Renode + TAMBackbone=SAGE, Repetitions=52023.1072.6970.73
BalancedSoftmaxBackbone=GAT, Repetitions=52023.1072.0968.38
GraphSMOTEBackbone=GAT, Repetitions=52023.1071.9867.98
Renode + TAMBackbone=GAT, Repetitions=52023.1071.9870.98
Re-WeightBackbone=GAT, Repetitions=52023.1071.9570.67
VanillaBackbone=GAT, Repetitions=52023.1071.3569.6
RenodeBackbone=SAGE, Repetitions=52023.1070.9470.04
PC SoftmaxBackbone=GAT, Repetitions=52023.1070.5667.26
PC SoftmaxBackbone=SAGE, Repetitions=52023.1069.7367.03
Re-WeightBackbone=SAGE, Repetitions=52023.1066.566.1
VanillaBackbone=SAGE, Repetitions=52023.1065.364.77