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ResearchFormerly WizWand

Node Classification on Squirrel L=L* (test)

67.27AccuracyRepNodes
39.543646.741853.9461.1382May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RepNodesModel=GIN, Features=No, Depth=L*2026.0567.27
RepNodesModel=GIN, Features=Yes, Depth=L*2026.0566.81
RepNodesModel=GCN, Features=Yes, Depth=L*2026.0565.77
Master NodeModel=GIN, Features=Yes, Depth=L*2026.0565.65
RepEdgesModel=GIN, Features=Yes, Depth=L*2026.0565.65
RepNodesModel=GCN, Features=No, Depth=L*2026.0565.42
RepEdgesModel=GIN, Features=No, Depth=L*2026.0565.38
BaselineModel=GIN, Features=Yes, Depth=L*2026.0565.23
Master NodeModel=GIN, Features=No, Depth=L*2026.0564.73
BaselineModel=GIN, Features=No, Depth=L*2026.0564.65
RepEdgesModel=GCN, Features=No, Depth=L*2026.0563.5
RepEdgesModel=GCN, Features=Yes, Depth=L*2026.0563.46
BaselineModel=GCN, Features=Yes, Depth=L*2026.0561.65
Master NodeModel=GCN, Features=Yes, Depth=L*2026.0561.17
BaselineModel=GCN, Features=No, Depth=L*2026.0560.85
Master NodeModel=GCN, Features=No, Depth=L*2026.0560.73
RepNodesModel=GAT, Features=No, Depth=L*2026.0556.5
RepEdgesModel=GAT, Features=No, Depth=L*2026.0555.79
RepNodesModel=GAT, Features=Yes, Depth=L*2026.0550.69
BaselineModel=GAT, Features=No, Depth=L*2026.0547.15
RepEdgesModel=GAT, Features=Yes, Depth=L*2026.0545.23
BaselineModel=GAT, Features=Yes, Depth=L*2026.0543.5
Master NodeModel=GAT, Features=Yes, Depth=L*2026.0541.96
Master NodeModel=GAT, Features=No, Depth=L*2026.0540.61