Link Prediction on UCI transductive (test)
93.94AUC-ROCDyGFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyGFormersetting=transductive, negative_sampling=random2024.11 | 93.94 | — | |
| CAWNsetting=transductive, negative_sampling=random2024.11 | 91.78 | — | |
| GraphMixersetting=transductive, negative_sampling=random2024.11 | 89.77 | — | |
| TGNsetting=transductive, negative_sampling=random2024.11 | 85.87 | — | |
| TCLsetting=transductive, negative_sampling=random2024.11 | 84.37 | — | |
| JODIEsetting=transductive, negative_sampling=random2024.11 | 83.66 | — | |
| GRNsetting=transductive, negative_sampling=random2024.11 | 80.74 | — | |
| EdgeBanksetting=transductive, negative_sampling=random2024.11 | 77.3 | — | |
| TGATsetting=transductive, negative_sampling=random2024.11 | 76.08 | — | |
| DyRepsetting=transductive, negative_sampling=random2024.11 | 56.73 | — | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | — | 98.54 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | — | 89.21 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | — | 86.07 |