Dynamic Node Classification on Reddit
70.04AUC-ROCTGAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TGAT2023.03 | 70.04 | 4 | |
| TGATAvg. Rank=4.502025.05 | 70.04 | — | |
| TIDFormerAvg. Rank=2.002025.05 | 69.59 | — | |
| CTDG-SSM2026.06 | 69.5 | — | |
| TGAT2026.06 | 69.31 | — | |
| TCL2023.03 | 68.87 | 5 | |
| TCL2026.06 | 68.04 | — | |
| DyGFormer2023.03 | 68 | 2.5 | |
| DyGFormerAvg. Rank=3.002025.05 | 68 | — | |
| DyGmamba2026.06 | 67.7 | — | |
| DyGFormer2026.06 | 67.67 | — | |
| CTAN2026.06 | 67.29 | — | |
| CAWN2023.03 | 66.34 | 5 | |
| CAWNAvg. Rank=5.502025.05 | 66.34 | — | |
| CAWN2026.06 | 65.22 | — | |
| GraphMixer2026.06 | 64.42 | — | |
| GraphMixer2023.03 | 64.22 | 4 | |
| GraphMixerAvg. Rank=4.502025.05 | 64.22 | — | |
| DyRep2023.03 | 63.72 | 5 | |
| DyRepAvg. Rank=5.502025.05 | 63.72 | — | |
| TGN2023.03 | 63.27 | 6 | |
| TGNAvg. Rank=6.502025.05 | 63.27 | — | |
| TGN2026.06 | 63.21 | — | |
| DyRep2026.06 | 63.12 | — | |
| JODIE2023.03 | 60.37 | 4.5 | |
| JODIEAvg. Rank=4.502025.05 | 60.37 | — | |
| JODIE2026.06 | 59.53 | — |