Node Classification on Twitch (OOD)
68.14AUROCVecFormer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VecFormer2026.02 | 68.14 | — | — | — | — | |
| CaNetbackbone=GAT2026.02 | 68.08 | — | — | — | — | |
| GroupDRObackbone=GAT2026.02 | 67.41 | — | — | — | — | |
| IRMbackbone=GAT2026.02 | 67.27 | — | — | — | — | |
| Coralbackbone=GAT2026.02 | 67.12 | — | — | — | — | |
| EERMbackbone=GAT2026.02 | 66.8 | — | — | — | — | |
| DANNbackbone=GAT2026.02 | 66.59 | — | — | — | — | |
| Exphormer2026.02 | 66.22 | — | — | — | — | |
| SRGNNbackbone=GAT2026.02 | 66.17 | — | — | — | — | |
| Polynormer2026.02 | 66.07 | — | — | — | — | |
| ERMbackbone=GAT2026.02 | 65.67 | — | — | — | — | |
| Mixupbackbone=GAT2026.02 | 65.58 | — | — | — | — | |
| SGFormer2026.02 | 65.11 | — | — | — | — | |
| NAGphormer2026.02 | 62.85 | — | — | — | — | |
| NodeFormer2026.02 | 61.75 | — | — | — | — | |
| VecFormer2026.02 | 54.08 | — | — | — | — | |
| Polynormer2026.02 | 53.9 | — | — | — | — | |
| Exphormer2026.02 | 53.69 | — | — | — | — | |
| SGFormer2026.02 | 53.63 | — | — | — | — | |
| CaNetbackbone=GAT2026.02 | 53.49 | — | — | — | — | |
| GroupDRObackbone=GAT2026.02 | 52.99 | — | — | — | — | |
| DANNbackbone=GAT2026.02 | 52.88 | — | — | — | — | |
| IRMbackbone=GAT2026.02 | 52.85 | — | — | — | — | |
| SRGNNbackbone=GAT2026.02 | 52.84 | — | — | — | — | |
| Coralbackbone=GAT2026.02 | 52.61 | — | — | — | — | |
| EERMbackbone=GAT2026.02 | 52.39 | — | — | — | — | |
| GCN + SIGHTBackbone=GCN2026.02 | 52.2 | 60.6 | 0.039 | 0.671 | 0.478 | |
| NAGphormer2026.02 | 52.1 | — | — | — | — | |
| Mixupbackbone=GAT2026.02 | 52.04 | — | — | — | — | |
| ERMbackbone=GAT2026.02 | 52 | — | — | — | — | |
| GAT + SIGHTBackbone=GAT2026.02 | 51.6 | 60.1 | 0.031 | 0.67 | 0.477 | |
| NodeFormer2026.02 | 50.68 | — | — | — | — | |
| GCNBackbone=GCN2026.02 | 49.2 | 57.5 | 0.046 | 0.683 | 0.49 | |
| GATBackbone=GAT2026.02 | 49.2 | 57.5 | 0.046 | 0.683 | 0.49 | |
| GCN + G-ΔUQBackbone=GCN2026.02 | 45.4 | 58.3 | 0.065 | 0.687 | 0.494 | |
| GAT + G-ΔUQBackbone=GAT2026.02 | 45.4 | 58.3 | 0.065 | 0.687 | 0.494 |