Node Classification on WebKB university split Covariate shift
40.48OOD Test AccuracyEERM
Evaluation Results
| Method | Links | |
|---|---|---|
| EERMBackbone=GCN2024.11 | 40.48 | |
| CIA-LRABackbone=GAT, Method Category=Graph-specific2024.11 | 38.62 | |
| CIABackbone=GAT, Method Category=Non-graph-specific2024.11 | 36.24 | |
| MatchDGBackbone=GAT, Method Category=Non-graph-specific2024.11 | 35.45 | |
| VREXBackbone=GAT, Method Category=Non-graph-specific2024.11 | 34.13 | |
| Deep CoralBackbone=GAT, Method Category=Non-graph-specific2024.11 | 33.86 | |
| EERMBackbone=GAT, Method Category=Graph-specific2024.11 | 33.33 | |
| GroupDROBackbone=GAT, Method Category=Non-graph-specific2024.11 | 31.75 | |
| ERMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 31.48 | |
| IRMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 30.69 | |
| IGABackbone=GAT, Method Category=Non-graph-specific2024.11 | 29.89 | |
| SRGNNBackbone=GAT, Method Category=Graph-specific2024.11 | 28.84 | |
| CITBackbone=GAT, Method Category=Graph-specific2024.11 | 24.6 | |
| CaNetBackbone=GAT, Method Category=Graph-specific2024.11 | 23.81 | |
| GTransBackbone=GAT, Method Category=Graph-specific2024.11 | 21.69 | |
| MixupBackbone=GAT, Method Category=Graph-specific2024.11 | 20.37 | |
| CIA-LRABackbone=GCN2024.11 | 19.84 | |
| CITBackbone=GCN2024.11 | 19.31 | |
| CIABackbone=GCN2024.11 | 18.25 | |
| VREXBackbone=GCN2024.11 | 17.72 | |
| MixupBackbone=GCN2024.11 | 16.67 | |
| SRGNNBackbone=GCN2024.11 | 16.21 | |
| ERMBackbone=GCN2024.11 | 16.14 | |
| MatchDGBackbone=GCN2024.11 | 16.14 | |
| IGABackbone=GCN2024.11 | 15.87 | |
| CaNetBackbone=GCN2024.11 | 15.61 | |
| GroupDROBackbone=GCN2024.11 | 14.29 | |
| IRMBackbone=GCN2024.11 | 13.75 | |
| Deep CoralBackbone=GCN2024.11 | 11.9 | |
| GTransBackbone=GCN2024.11 | 10.58 |