Dynamic Node Classification on Wikipedia (test)
88.37AUC-ROCCNEN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CNEN2026.05 | 88.37 | 4 | |
| DiffDyG2026.05 | 88.12 | 1.5 | |
| TIDFormer2026.05 | 87.53 | 3 | |
| DyGFormer2026.05 | 87.44 | 5 | |
| APANTemporal graph type=CTDG2026.05 | 87.01 | — | |
| TGNTemporal graph type=CTDG2026.05 | 86.85 | — | |
| GraphMixer2026.05 | 86.8 | 7 | |
| TGN2026.05 | 86.38 | 8 | |
| TGATTemporal graph type=CTDG2026.05 | 85.71 | — | |
| CAWN2026.05 | 84.88 | 7.5 | |
| SiST-GNNTemporal graph type=DTDG2026.05 | 84.76 | — | |
| TGAT2026.05 | 84.09 | 5 | |
| DyREPTemporal graph type=CTDG2026.05 | 83.57 | — | |
| RepeatMixer2026.05 | 80.94 | 7 | |
| JODIETemporal graph type=CTDG2026.05 | 80.21 | — | |
| EvolveGCN-OTemporal graph type=DTDG2026.05 | 79.2 | — | |
| TCL2026.05 | 77.83 | 7 | |
| TRENDTemporal graph type=DTDG2026.05 | 69.92 | — | |
| EvolveGCN-HTemporal graph type=DTDG2026.05 | 69.81 | — | |
| GraphMixerTemporal graph type=DTDG2026.05 | 65.43 | — | |
| ROLANDTemporal graph type=DTDG2026.05 | 58.86 | — | |
| TGNTemporal graph type=DTDG2026.05 | 50.61 | — |