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ResearchFormerly WizWand

Node Classification on CS Homophilic (10 train val test splits)

95.24AccuracyGraphFM-NFT
84.205687.070389.93592.7997Jul 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.0795.24
GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.0795.19
NAG2024.0795
SAN2024.0794.16
GCN2024.0794.06
H2GCN2024.0794.02
GAT2024.0793.61
MLP2024.0792.99
NAG2024.0791.22
GAT2024.0790.78
GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.0790.07
GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.0789.95
SAN2024.0789.83
GCN2024.0789.47
H2GCNHyperparameter Tuning=Extensive2024.0789.33
MLP2024.0784.63