Temporal Link Prediction on CollegeMsg (Transductive)
99.17APTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 99.17 | — | |
| CAWNNegative Sampling Strategy=Random2026.05 | 95.86 | — | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 95.81 | — | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 95.79 | — | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 93.04 | — | |
| TGNNegative Sampling Strategy=Random2026.05 | 92.62 | — | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 90.02 | — | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 89.11 | — | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 84.54 | — | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 83.93 | — | |
| TCLNegative Sampling Strategy=Random2026.05 | 83.64 | — | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 81.42 | — | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 80.93 | — | |
| TGNNegative Sampling Strategy=Historical2026.05 | 80.65 | — | |
| TGATNegative Sampling Strategy=Random2026.05 | 80.27 | — | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 80.15 | — | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 79.17 | — | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 76.42 | — | |
| JODIENegative Sampling Strategy=Random2026.05 | 75.41 | — | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 75.12 | — | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 71.9 | — | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 70.44 | — | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 68.7 | — | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 68.54 | — | |
| TCLNegative Sampling Strategy=Historical2026.05 | 68.53 | — | |
| TGATNegative Sampling Strategy=Historical2026.05 | 68.18 | — | |
| JODIENegative Sampling Strategy=Historical2026.05 | 64.41 | — | |
| DyRepNegative Sampling Strategy=Random2026.05 | 56.92 | — | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | 54.13 | — | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 53.49 | — | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 47.73 | — | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 44.16 | — | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 43.49 | — | |
| TGFormerNegative Sampling Strategy=Random2026.05 | — | 98.88 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | — | 88.58 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | — | 76.92 |