Node Classification on Cora Covariate shift (degree split)
87.39OOD AccuracySTEM-GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| STEM-GNN2026.02 | 87.39 | |
| MARIO2026.02 | 87.07 | |
| GFT2026.02 | 87.01 | |
| TFEGNN2026.02 | 86.63 | |
| CaNet2026.02 | 84.12 | |
| GraphMETRO2026.02 | 83.78 | |
| CIA-LRABackbone=GAT, Method Category=Graph-specific2024.11 | 67.08 | |
| MixupBackbone=GAT, Method Category=Graph-specific2024.11 | 63.97 | |
| MatchDGBackbone=GAT, Method Category=Non-graph-specific2024.11 | 62.91 | |
| CIABackbone=GAT, Method Category=Non-graph-specific2024.11 | 62.72 | |
| IGABackbone=GAT, Method Category=Non-graph-specific2024.11 | 62.62 | |
| VREXBackbone=GAT, Method Category=Non-graph-specific2024.11 | 61.77 | |
| Deep CoralBackbone=GAT, Method Category=Non-graph-specific2024.11 | 61.62 | |
| IRMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 61.42 | |
| ERMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 61.36 | |
| GroupDROBackbone=GAT, Method Category=Non-graph-specific2024.11 | 61.31 | |
| SRGNNBackbone=GAT, Method Category=Graph-specific2024.11 | 61.21 | |
| CaNetBackbone=GAT, Method Category=Graph-specific2024.11 | 60.97 | |
| GTransBackbone=GAT, Method Category=Graph-specific2024.11 | 60.93 | |
| CITBackbone=GAT, Method Category=Graph-specific2024.11 | 60.89 | |
| CIA-LRABackbone=GCN2024.11 | 58.4 | |
| CIA-LRABackbone=GAT, Method Category=Graph-specific2024.11 | 57.95 | |
| MixupBackbone=GCN2024.11 | 57.89 | |
| CaNetBackbone=GCN2024.11 | 57.35 | |
| SRGNNBackbone=GCN2024.11 | 57.13 | |
| CIABackbone=GCN2024.11 | 56.8 | |
| MixupBackbone=GAT, Method Category=Graph-specific2024.11 | 56.77 | |
| MatchDGBackbone=GCN2024.11 | 56.57 | |
| CIABackbone=GAT, Method Category=Non-graph-specific2024.11 | 56.34 | |
| CITBackbone=GCN2024.11 | 56.14 | |
| Deep CoralBackbone=GCN2024.11 | 56.03 | |
| VREXBackbone=GCN2024.11 | 55.97 | |
| IGABackbone=GCN2024.11 | 55.94 | |
| SRGNNBackbone=GAT, Method Category=Graph-specific2024.11 | 55.87 | |
| ERMBackbone=GCN2024.11 | 55.78 | |
| IRMBackbone=GCN2024.11 | 55.77 | |
| MatchDGBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.74 | |
| GroupDROBackbone=GCN2024.11 | 55.64 | |
| IGABackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.56 | |
| Deep CoralBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.35 | |
| CaNetBackbone=GAT, Method Category=Graph-specific2024.11 | 55.35 | |
| VREXBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.34 | |
| ERMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.3 | |
| IRMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.07 | |
| GroupDROBackbone=GAT, Method Category=Non-graph-specific2024.11 | 55.03 | |
| CITBackbone=GAT, Method Category=Graph-specific2024.11 | 53.13 | |
| GTransBackbone=GCN2024.11 | 52.7 | |
| GTransBackbone=GAT, Method Category=Graph-specific2024.11 | 51.49 | |
| EERMBackbone=GAT, Method Category=Graph-specific2024.11 | 48.05 | |
| EERMBackbone=GAT, Method Category=Graph-specific2024.11 | 46.63 |