Node Classification on AirEU
57AccuracyNodePFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NodePFNModel=NodePFN, Training Source=Single pre-trained model2026.04 | 57 | — | |
| GCNModel=GCN, Training Source=Target dataset2026.04 | 41.88 | — | |
| GraphAny (Products)Model=GraphAny, Training Source=Products2026.04 | 41.75 | — | |
| GraphAny (Arxiv)Model=GraphAny, Training Source=Arxiv2026.04 | 41.5 | — | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 41.25 | — | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 41.25 | — | |
| GraphAny (Wisconsin)Model=GraphAny, Training Source=Wisconsin2026.04 | 41.13 | — | |
| GraphAny (Cora)Model=GraphAny, Training Source=Cora2026.04 | 40.5 | — | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 39.12 | — | |
| GATEvaluation protocol=End-to-end2026.03 | 39 | — | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 35.88 | — | |
| GATModel=GAT, Training Source=Target dataset2026.04 | 32.5 | — | |
| MLPModel=MLP, Training Source=Target dataset2026.04 | 21.25 | — |