Node Classification on CS Homophilic (10 train val test splits)
95.24AccuracyGraphFM-NFT
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.07 | 95.24 | |
| GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.07 | 95.19 | |
| NAG2024.07 | 95 | |
| SAN2024.07 | 94.16 | |
| GCN2024.07 | 94.06 | |
| H2GCN2024.07 | 94.02 | |
| GAT2024.07 | 93.61 | |
| MLP2024.07 | 92.99 | |
| NAG2024.07 | 91.22 | |
| GAT2024.07 | 90.78 | |
| GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.07 | 90.07 | |
| GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.07 | 89.95 | |
| SAN2024.07 | 89.83 | |
| GCN2024.07 | 89.47 | |
| H2GCNHyperparameter Tuning=Extensive2024.07 | 89.33 | |
| MLP2024.07 | 84.63 |