Link Prediction on UCI
95.29MAPDyGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 95.29 | — | |
| CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 92.88 | — | |
| GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 91.91 | — | |
| TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 87.15 | — | |
| TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 85.13 | — | |
| GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 80.55 | — | |
| JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 80.38 | — | |
| TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 78.88 | — | |
| EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 76.2 | — | |
| DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 52.14 | — | |
| EvolveGCN-O2019.02 | 2.7 | 13.79 | |
| GCN2019.02 | 2.51 | 11.41 | |
| DynGEM2019.02 | 2.09 | 10.55 | |
| dyngraph2vecAERNN2019.02 | 2.05 | 7.13 | |
| EvolveGCN-H2019.02 | 1.26 | 8.99 | |
| GCN-GRU2019.02 | 1.14 | 9.85 | |
| dyngraph2vecAE2019.02 | 0.44 | 5.4 | |
| CAWN2026.05 | — | 66.96 | |
| DyGFormer2026.05 | — | 76.61 | |
| DyRep2026.05 | — | 14 | |
| FreeDyG2026.05 | — | 73.6 | |
| GraphMixer2026.05 | — | 59.58 | |
| JODIE2026.05 | — | 51.43 | |
| ST-TGExplainer2026.05 | — | 81.68 | |
| TGAT2026.05 | — | 31.5 | |
| TGN2026.05 | — | 45.29 |