Node Classification on AmzComp
95.81AccuracyBase
Evaluation Results
| Method | Links | |
|---|---|---|
| BaseM=GNN A2026.06 | 95.81 | |
| BaseM=GraphSAGE 12026.06 | 95.46 | |
| GNNMERGEM=GraphSAGE 12026.06 | 94.11 | |
| GNNMERGEM=GNN A2026.06 | 93.94 | |
| BaseM=NODEFORMER 12026.06 | 93.33 | |
| BaseM=GNN B2026.06 | 93.09 | |
| BaseM=GraphSAGE 22026.06 | 92.83 | |
| GNNMERGEM=GNN B2026.06 | 92.18 | |
| BaseM=NODEFORMER 22026.06 | 91.96 | |
| GNNMERGEM=GraphSAGE 22026.06 | 91.51 | |
| GNNMERGEM=NODEFORMER 12026.06 | 89.42 | |
| SURGERYM=NODEFORMER 12026.06 | 87.86 | |
| GNNMERGEM=NODEFORMER 22026.06 | 86.71 | |
| SURGERYM=GraphSAGE 12026.06 | 85.88 | |
| SURGERYM=GNN A2026.06 | 85.62 | |
| PERMUTEM=GNN B2026.06 | 85.42 | |
| PERMUTEM=GraphSAGE 12026.06 | 84.47 | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 82.79 | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 81.37 | |
| ZIPIT!M=GNN B2026.06 | 81.35 | |
| SURGERYM=NODEFORMER 22026.06 | 80.85 | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 80.67 | |
| WAVG.M=GNN B2026.06 | 79.42 | |
| SURGERYM=GNN B2026.06 | 78.45 | |
| WAVG.M=GraphSAGE 22026.06 | 75.91 | |
| ZIPIT!M=GraphSAGE 22026.06 | 74.74 | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 73.88 | |
| ZIPIT!M=GNN A2026.06 | 73.07 | |
| PERMUTEM=GNN A2026.06 | 71.03 | |
| GATEvaluation protocol=End-to-end2026.03 | 70.94 | |
| SURGERYM=GraphSAGE 22026.06 | 69.92 | |
| PERMUTEM=GraphSAGE 22026.06 | 69.14 | |
| ZIPIT!M=GraphSAGE 12026.06 | 66.92 | |
| WAVG.M=NODEFORMER 22026.06 | 66.51 | |
| GITM=GNN A2026.06 | 65.96 | |
| WAVG.M=GNN A2026.06 | 64.34 | |
| WAVG.M=GraphSAGE 12026.06 | 58.55 | |
| WAVG.M=NODEFORMER 12026.06 | 49.15 | |
| GITM=GNN B2026.06 | 49.08 |