Node Classification on AirBrazil
75.38AccuracyNodePFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NodePFNModel=NodePFN, Training Source=Single pre-trained model2026.04 | 75.38 | — | |
| GATModel=GAT, Training Source=Target dataset2026.04 | 57.69 | — | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 50.77 | — | |
| GCNModel=GCN, Training Source=Target dataset2026.04 | 42.31 | — | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 39.23 | — | |
| GraphAny (Wisconsin)Model=GraphAny, Training Source=Wisconsin2026.04 | 36.15 | — | |
| GATEvaluation protocol=End-to-end2026.03 | 35.38 | — | |
| GraphAny (Products)Model=GraphAny, Training Source=Products2026.04 | 34.61 | — | |
| GraphAny (Arxiv)Model=GraphAny, Training Source=Arxiv2026.04 | 34.61 | — | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 33.84 | — | |
| GraphAny (Cora)Model=GraphAny, Training Source=Cora2026.04 | 33.07 | — | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 32.31 | — | |
| MLPModel=MLP, Training Source=Target dataset2026.04 | 23.08 | — |