Node Classification on PPI (accuracy)
0.996Node Classification Accuracy (PPI)GAT
Evaluation Results
| Method | Links | |
|---|---|---|
| GAT2024.02 | 0.996 | |
| PNA2024.02 | 0.996 | |
| ESA2024.02 | 0.995 | |
| GATv22024.02 | 0.992 | |
| GCN2024.02 | 0.991 | |
| PenumbralArchitecture=GAT2023.06 | 0.99 | |
| UmbralArchitecture=GAT2023.06 | 0.989 | |
| dH HyperboloidArchitecture=GAT2023.06 | 0.989 | |
| dH Hn xiArchitecture=GAT2023.06 | 0.987 | |
| Laplacian KernelArchitecture=GAT2023.06 | 0.986 | |
| Dot ProductArchitecture=GAT2023.06 | 0.985 | |
| Model DefaultArchitecture=GAT2023.06 | 0.977 | |
| GAT2025.12 | 0.973 | |
| GIN2024.02 | 0.96 | |
| DropGIN2024.02 | 0.913 | |
| ARMA2019.01 | 0.905 | |
| Chebyshev2019.01 | 0.864 | |
| CayleyNet2019.01 | 0.849 | |
| GAT2019.01 | 0.813 | |
| GCN2019.01 | 0.808 | |
| GIN2019.01 | 0.781 | |
| GCN2025.12 | 0.757 | |
| GraphMAE2 + COREAverage Rank=2.1, Node Masking=GraphMAE22025.12 | 0.752 | |
| AUG-MAEAverage Rank=2.32025.12 | 0.743 | |
| BGRLAverage Rank=5.62025.12 | 0.736 | |
| GraphMAE + COREAverage Rank=4, Node Masking=GraphMAE2025.12 | 0.734 | |
| GraphMAE2Average Rank=4.62025.12 | 0.725 | |
| GraphMAEAverage Rank=6.62025.12 | 0.714 | |
| GraphSAGE2019.01 | 0.7 | |
| DGIAverage Rank=10.42025.12 | 0.638 |