Temporal Link Prediction on Wikipedia (Transductive)
99.79AP (%)TGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 99.79 | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 99.26 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 99.03 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 98.76 | |
| TGNNegative Sampling Strategy=Random2026.05 | 98.45 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 97.25 | |
| TGATNegative Sampling Strategy=Random2026.05 | 96.94 | |
| JODIENegative Sampling Strategy=Random2026.05 | 96.5 | |
| TCLNegative Sampling Strategy=Random2026.05 | 96.47 | |
| DyRepNegative Sampling Strategy=Random2026.05 | 94.86 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 93.1 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 92.47 | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 91.59 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 90.9 | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 90.37 | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 90.05 | |
| TCLNegative Sampling Strategy=Historical2026.05 | 89.05 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 88.59 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 87.38 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 87 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 86.86 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 86.76 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 85.62 | |
| JODIENegative Sampling Strategy=Historical2026.05 | 83.01 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 82.23 | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 80.63 | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 79.93 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 78.29 | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 75.65 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 74.06 | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 73.35 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 71.21 | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | 70.21 |