Node Classification on ogbn-products (F1, Accuracy, AUC-ROC)
77.1F1 ScoreGCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCNEmbedding initialization=DeepWalk, Number of training pairs=100,0002026.05 | 77.1 | 75.8 | — | |
| GATEmbedding initialization=DeepWalk, Number of training pairs=100,0002026.05 | 76.9 | 74.7 | — | |
| GraphSAGEEmbedding initialization=DeepWalk, Number of training pairs=100,0002026.05 | 75.8 | 74.7 | — | |
| UNREALBackbone=GAT2023.03 | 72.04 | 71.95 | 96.67 | |
| UNREALBackbone=GraphSAGE2023.03 | 71.85 | 71.62 | 96.59 | |
| UNREALBackbone=GCN2023.03 | 70.71 | 70.33 | 96.45 | |
| BIMBackbone=GAT2023.03 | 69.88 | 70.05 | 95.63 | |
| BIMBackbone=GraphSAGE2023.03 | 69.36 | 69.55 | 95.51 | |
| ReNodeBackbone=GAT2023.03 | 68.55 | 69.27 | 95.01 | |
| BIMBackbone=GCN2023.03 | 68.05 | 68.47 | 95.41 | |
| ReNodeBackbone=GraphSAGE2023.03 | 67.89 | 68.19 | 94.86 | |
| GATEmbedding initialization=Random, Number of training pairs=100,0002026.05 | 67.1 | 52.6 | — | |
| ReNodeBackbone=GCN2023.03 | 66.82 | 67.8 | 94.75 | |
| GraphSAGEEmbedding initialization=Given, Number of training pairs=100,0002026.05 | 66.2 | 63.1 | — | |
| GCNEmbedding initialization=Given, Number of training pairs=100,0002026.05 | 65.8 | 64.4 | — | |
| GCNEmbedding initialization=Random, Number of training pairs=100,0002026.05 | 64.5 | 54.6 | — | |
| GATEmbedding initialization=Given, Number of training pairs=100,0002026.05 | 64.3 | 58.5 | — | |
| GraphSAGEEmbedding initialization=Random, Number of training pairs=100,0002026.05 | 59.6 | 52.1 | — | |
| VanillaBackbone=GAT2023.03 | 59.27 | 62.1 | 94.25 | |
| VanillaBackbone=GraphSAGE2023.03 | 58.18 | 61.03 | 94.12 | |
| VanillaBackbone=GCN2023.03 | 57.41 | 60.12 | 93.96 | |
| LogisticEmbedding initialization=Random, Number of training pairs=100,0002026.05 | 48.8 | 50.4 | — | |
| LogisticEmbedding initialization=Given, Number of training pairs=100,0002026.05 | 48.8 | 49.4 | — | |
| LogisticEmbedding initialization=DeepWalk, Number of training pairs=100,0002026.05 | 47.9 | 50.6 | — |