List your company
ResearchFormerly WizWand

Node Property Prediction on ogbn-proteins (test)

0.8642ROC AUCUniMP
0.6669120.7181310.769350.820569Sep 8, 2020Feb 24, 2021Aug 12, 2021Jan 28, 2022Jul 16, 2022Jan 1, 2023Jun 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
UniMPParams=1,909,1042020.090.8642
DeeperGCN + FLAGBackbone=DeeperGCN, FLAG Augmentation=true2020.100.8596
DeeperGCNParams=2,374,5682020.090.858
DeeperGCNBackbone=DeeperGCN, FLAG Augmentation=false2020.100.858
DeepGCNParams=2,374,4562020.090.8496
MWE-DGCNParams=538,5442020.090.8436
GAT-NSVariant=NGNN2021.110.8191
GAT-FLAGVariant=NGNN2021.110.8184
GAT-FLAGVariant=Vanilla2021.110.8181
GAT-NSVariant=Vanilla2021.110.8176
SGFormer2023.060.7953
GATv2Attn. Heads=82021.050.7952
GATAttn. Heads=82021.050.7863
GeniePath-BS2020.090.7825
GaANParams=316,7542020.090.7803
GraphSAGEAttn. Heads=02021.050.7768
GraphSAGEBackbone=GraphSAGE, FLAG Augmentation=false2020.100.7768
NodeFormer2023.060.7745
GATv2Attn. Heads=12021.050.7723
GraphSAGE + FLAGBackbone=GraphSAGE, FLAG Augmentation=true2020.100.7657
GraphSageVariant=NGNN2021.110.763
GraphSageVariant=Vanilla2021.110.7567
GAT-NSampler2023.060.7463
GCN-NSampler2023.060.7351
GCNAttn. Heads=02021.050.7251
GCNBackbone=GCN, FLAG Augmentation=false2020.100.7251
GCN2023.060.7251
MLP2023.060.7204
GCN + FLAGBackbone=GCN, FLAG Augmentation=true2020.100.7171
SIGN2023.060.7124
GATAttn. Heads=12021.050.7077
SGC2023.060.7031
GraphSage-ClusterVariant=NGNN2021.110.6812
GraphSage-ClusterVariant=Vanilla2021.110.6745