Dynamic Node Classification on Wikipedia
88.99AUC-ROCJODIE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JODIE2023.03 | 88.99 | 4.5 | |
| JODIEAvg. Rank=4.502025.05 | 88.99 | — | |
| CTDG-SSM2026.06 | 88.61 | — | |
| JODIE2026.06 | 88.1 | — | |
| TIDFormerAvg. Rank=2.002025.05 | 87.53 | — | |
| DyGFormer2023.03 | 87.44 | 2.5 | |
| DyGFormerAvg. Rank=3.002025.05 | 87.44 | — | |
| DyGmamba2026.06 | 87.44 | — | |
| DyRep2026.06 | 87.41 | — | |
| CTAN2026.06 | 87.38 | — | |
| GraphMixer2023.03 | 86.8 | 4 | |
| GraphMixerAvg. Rank=4.502025.05 | 86.8 | — | |
| DyRep2023.03 | 86.39 | 5 | |
| DyRepAvg. Rank=5.502025.05 | 86.39 | — | |
| TGN2023.03 | 86.38 | 6 | |
| TGNAvg. Rank=6.502025.05 | 86.38 | — | |
| DyGFormer2026.06 | 86.35 | — | |
| GraphMixer2026.06 | 85.6 | — | |
| TGN2026.06 | 85.51 | — | |
| CAWN2023.03 | 84.88 | 5 | |
| CAWNAvg. Rank=5.502025.05 | 84.88 | — | |
| CAWN2026.06 | 84.59 | — | |
| TGAT2023.03 | 84.09 | 4 | |
| TGATAvg. Rank=4.502025.05 | 84.09 | — | |
| TGAT2026.06 | 83.42 | — | |
| TCL2026.06 | 79.03 | — | |
| TCL2023.03 | 77.83 | 5 |