Node Property Prediction on ogbn-mag (test)
57.97Test AccuracyGraphSAINT
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphSAINTFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 57.97 | |
| GraphSAGEFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 53.04 | |
| HGTFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 52.23 | |
| GATFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 49.92 | |
| R-GCNFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 48.13 | |
| R-GCN + FLAGBackbone=R-GCN, FLAG=true2020.10 | 47.37 | |
| GraphSAINTFeatures=Text (Word2Vec)2025.12 | 46.84 | |
| R-GCNBackbone=R-GCN2020.10 | 46.78 | |
| GraphSAGEFeatures=Text (Word2Vec)2025.12 | 45.9 | |
| ClusterGCNFeatures=gHAWK+Text (Bloom+TransE+Word2Vec)2025.12 | 45.7 | |
| HGTFeatures=Text (Word2Vec)2025.12 | 43.78 | |
| R-GCNFeatures=Text (Word2Vec)2025.12 | 37.86 | |
| ClusterGCNFeatures=Text (Word2Vec)2025.12 | 36.57 |