Node Classification on Pubmed (10%/10%/80% split)
90.88AccuracyG2T-LimiX
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| G2T-LimiXEvaluation Protocol=FT, Ensembling=true2025.09 | 90.88 | 2.6 | |
| G2T-LimiXEvaluation Protocol=FT2025.09 | 90.57 | 6 | |
| GraphPFNEvaluation Protocol=ICL, Ensembling=true2025.09 | 90.36 | 6.4 | |
| GraphPFNEvaluation Protocol=FT, Ensembling=true2025.09 | 90.36 | 1.6 | |
| GraphPFNEvaluation Protocol=ICL2025.09 | 89.79 | 10 | |
| GraphPFNEvaluation Protocol=FT2025.09 | 89.79 | 4 | |
| G2T-LimiXEvaluation Protocol=ICL, Ensembling=true2025.09 | 89.19 | 8.8 | |
| G2T-LimiXEvaluation Protocol=ICL2025.09 | 88.93 | 10.2 | |
| TAG-LimiXEvaluation Protocol=ICL, Ensembling=true2025.09 | 88.09 | 5.8 | |
| TAG-TabPFNv2Evaluation Protocol=ICL, Ensembling=true2025.09 | 87.8 | 7.6 | |
| GraphSAGE2025.09 | 86.04 | 11.6 | |
| GCN2025.09 | 85.46 | 11.4 | |
| GT2025.09 | 84.95 | 10.4 | |
| GAT2025.09 | 84.81 | 9.2 | |
| GCOPEEvaluation Protocol=FT2025.09 | 79.35 | 15.6 | |
| OpenGraphEvaluation Protocol=ICL2025.09 | 70.3 | 16.8 | |
| AnyGraphEvaluation Protocol=ICL2025.09 | 65.31 | 17 | |
| TS-GNNEvaluation Protocol=ICL2025.09 | 64.41 | 15.6 |