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ResearchFormerly WizWand

Node Classification on Chameleon L=L* (test)

75.07AccuracyRepNodes
59.397263.466167.53571.6039May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RepNodesModel=GCN, Features=No, Depth=L*2026.0575.07
RepNodesModel=GCN, Features=Yes, Depth=L*2026.0573.83
RepNodesModel=GIN, Features=No, Depth=L*2026.0571.89
RepEdgesModel=GIN, Features=No, Depth=L*2026.0571.89
RepEdgesModel=GCN, Features=No, Depth=L*2026.0571.72
RepEdgesModel=GCN, Features=Yes, Depth=L*2026.0571.37
RepNodesModel=GAT, Features=No, Depth=L*2026.0568.81
RepEdgesModel=GAT, Features=No, Depth=L*2026.0568.81
RepEdgesModel=GIN, Features=Yes, Depth=L*2026.0568.63
Master NodeModel=GCN, Features=No, Depth=L*2026.0568.24
BaselineModel=GCN, Features=No, Depth=L*2026.0567.84
BaselineModel=GIN, Features=Yes, Depth=L*2026.0567.58
Master NodeModel=GAT, Features=No, Depth=L*2026.0567.31
RepNodesModel=GAT, Features=Yes, Depth=L*2026.0566.43
RepEdgesModel=GAT, Features=Yes, Depth=L*2026.0566.43
BaselineModel=GAT, Features=No, Depth=L*2026.0566.34
Master NodeModel=GCN, Features=Yes, Depth=L*2026.0566.3
RepNodesModel=GIN, Features=Yes, Depth=L*2026.0565.9
BaselineModel=GCN, Features=Yes, Depth=L*2026.0565.02
BaselineModel=GIN, Features=No, Depth=L*2026.0563.35
Master NodeModel=GIN, Features=Yes, Depth=L*2026.0562.95
Master NodeModel=GIN, Features=No, Depth=L*2026.0561.94
BaselineModel=GAT, Features=Yes, Depth=L*2026.0560.09
Master NodeModel=GAT, Features=Yes, Depth=L*2026.0560