Temporal Link Prediction on Enron (Transductive)
97.14APTGFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 97.14 | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 92.51 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 92.47 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 89.56 | |
| TGNNegative Sampling Strategy=Random2026.05 | 86.53 | |
| JODIENegative Sampling Strategy=Random2026.05 | 84.77 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 84.34 | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 83.53 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 82.64 | |
| DyRepNegative Sampling Strategy=Random2026.05 | 82.38 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 82.25 | |
| TCLNegative Sampling Strategy=Random2026.05 | 79.7 | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 78.87 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 77.98 | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 77.81 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 77.41 | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 76.53 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 75.63 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 75.15 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 75.01 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 73.91 | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 73.89 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 71.29 | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 71.19 | |
| TGATNegative Sampling Strategy=Random2026.05 | 71.12 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 70.89 | |
| TCLNegative Sampling Strategy=Historical2026.05 | 70.66 | |
| JODIENegative Sampling Strategy=Historical2026.05 | 69.85 | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 68.96 | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | 67.79 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 64.73 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 64.07 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 63.94 |