Node Classification on Wiki-CS (10%/10%/80% split)
83.53AccuracyGraphPFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GraphPFNEvaluation Protocol=FT, Ensembling=true2025.09 | 83.53 | 1.6 | |
| G2T-LimiXEvaluation Protocol=FT, Ensembling=true2025.09 | 83.11 | 2.6 | |
| TAG-LimiXEvaluation Protocol=ICL, Ensembling=true2025.09 | 82.64 | 5.8 | |
| TAG-TabPFNv2Evaluation Protocol=ICL, Ensembling=true2025.09 | 82.59 | 7.6 | |
| GT2025.09 | 82.54 | 10.4 | |
| GAT2025.09 | 82.25 | 9.2 | |
| GraphPFNEvaluation Protocol=FT2025.09 | 81.91 | 4 | |
| G2T-LimiXEvaluation Protocol=FT2025.09 | 81.9 | 6 | |
| GCN2025.09 | 81.74 | 11.4 | |
| GraphPFNEvaluation Protocol=ICL, Ensembling=true2025.09 | 81.69 | 6.4 | |
| GraphSAGE2025.09 | 81.5 | 11.6 | |
| G2T-LimiXEvaluation Protocol=ICL, Ensembling=true2025.09 | 81.09 | 8.8 | |
| G2T-LimiXEvaluation Protocol=ICL2025.09 | 80.12 | 10.2 | |
| GraphPFNEvaluation Protocol=ICL2025.09 | 79.58 | 10 | |
| OpenGraphEvaluation Protocol=ICL2025.09 | 75.66 | 16.8 | |
| AnyGraphEvaluation Protocol=ICL2025.09 | 65.17 | 17 | |
| GCOPEEvaluation Protocol=FT2025.09 | 59.13 | 15.6 | |
| TS-GNNEvaluation Protocol=ICL2025.09 | 46.25 | 15.6 |