Node Classification on WebKB university split Concept shift
38.53OOD Test AccuracyMixup
Evaluation Results
| Method | Links | |
|---|---|---|
| MixupBackbone=GAT, Method Category=Graph-specific2024.11 | 38.53 | |
| CIA-LRABackbone=GCN2024.11 | 36.7 | |
| CIA-LRABackbone=GAT, Method Category=Graph-specific2024.11 | 31.8 | |
| CIABackbone=GAT, Method Category=Non-graph-specific2024.11 | 30.58 | |
| MixupBackbone=GCN2024.11 | 30.28 | |
| Deep CoralBackbone=GAT, Method Category=Non-graph-specific2024.11 | 30.27 | |
| MatchDGBackbone=GAT, Method Category=Non-graph-specific2024.11 | 29.36 | |
| CIABackbone=GCN2024.11 | 28.75 | |
| GroupDROBackbone=GCN2024.11 | 28.44 | |
| IGABackbone=GCN2024.11 | 28.44 | |
| IGABackbone=GAT, Method Category=Non-graph-specific2024.11 | 28.14 | |
| CITBackbone=GCN2024.11 | 28.14 | |
| EERMBackbone=GCN2024.11 | 28.04 | |
| MatchDGBackbone=GCN2024.11 | 27.83 | |
| VREXBackbone=GAT, Method Category=Non-graph-specific2024.11 | 27.52 | |
| ERMBackbone=GCN2024.11 | 27.52 | |
| IRMBackbone=GCN2024.11 | 27.52 | |
| VREXBackbone=GCN2024.11 | 27.52 | |
| SRGNNBackbone=GCN2024.11 | 27.52 | |
| GroupDROBackbone=GAT, Method Category=Non-graph-specific2024.11 | 26.91 | |
| GTransBackbone=GCN2024.11 | 26.91 | |
| Deep CoralBackbone=GCN2024.11 | 26.61 | |
| CaNetBackbone=GCN2024.11 | 26.3 | |
| ERMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 25.69 | |
| IRMBackbone=GAT, Method Category=Non-graph-specific2024.11 | 25.69 | |
| EERMBackbone=GAT, Method Category=Graph-specific2024.11 | 25.38 | |
| GTransBackbone=GAT, Method Category=Graph-specific2024.11 | 25.08 | |
| CaNetBackbone=GAT, Method Category=Graph-specific2024.11 | 24.77 | |
| CITBackbone=GAT, Method Category=Graph-specific2024.11 | 24.16 | |
| SRGNNBackbone=GAT, Method Category=Graph-specific2024.11 | 23.55 |