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ResearchFormerly WizWand

Node Classification on Cora Dele-0.2 (test)

83.2AccuracyCIT-GCNII
78.384879.634980.88582.1351Mar 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
CIT-GCNIIBackbone=GCNII2024.0383.281.7
GCNIIBackbone=GCNII2024.0382.8281.03
CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.0382.4181.07
SR-GCNIIBackbone=GCNII2024.0381.7581.09
CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.0381.4680.57
CIT-APPNPBackbone=APPNP2024.0381.4380.78
CIT-GATBackbone=GAT2024.0381.3580.27
CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.0380.9880.07
APPNPBackbone=APPNP2024.0380.8480.13
CIT-GCNBackbone=GCN2024.0380.779.67
CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.0380.3679.03
SR-GATBackbone=GAT2024.0380.2579.29
GATBackbone=GAT2024.0380.2279.27
SR-APPNPBackbone=APPNP2024.0380.1180.06
EERM-GCNIIBackbone=GCNII2024.0380.0579.12
GCNBackbone=GCN2024.0380.0478.86
SR-GCNBackbone=GCN2024.0379.878.31
EERM-APPNPBackbone=APPNP2024.0379.1779.72
EERM-GATBackbone=GAT2024.0379.1577.92
EERM-GCNBackbone=GCN2024.0378.5776.32