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ResearchFormerly WizWand

Node Property Prediction on ogbn-mag (test)

57.97Test AccuracyGraphSAINT
35.71441.49247.2753.048Oct 19, 2020Aug 27, 2021Jul 6, 2022May 15, 2023Mar 23, 2024Jan 30, 2025Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GraphSAINTFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1257.97
GraphSAGEFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1253.04
HGTFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1252.23
GATFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1249.92
R-GCNFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1248.13
R-GCN + FLAGBackbone=R-GCN, FLAG=true2020.1047.37
GraphSAINTFeatures=Text (Word2Vec)2025.1246.84
R-GCNBackbone=R-GCN2020.1046.78
GraphSAGEFeatures=Text (Word2Vec)2025.1245.9
ClusterGCNFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.1245.7
HGTFeatures=Text (Word2Vec)2025.1243.78
R-GCNFeatures=Text (Word2Vec)2025.1237.86
ClusterGCNFeatures=Text (Word2Vec)2025.1236.57