Dynamic Link Prediction on Wikipedia (AUC-ROC)
0.8768AUC-ROCGraphMixer
Evaluation results
| Method | Links | |
|---|---|---|
| GraphMixerNegative Sampling Strategy=historical2026.03 | 0.8768 | |
| TCLNegative Sampling Strategy=historical2026.03 | 0.8576 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 0.8428 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 0.8309 | |
| TGATNegative Sampling Strategy=historical2026.03 | 0.8287 | |
| TGNNegative Sampling Strategy=historical2026.03 | 0.8274 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 0.8219 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 0.8193 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 0.8173 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 0.8097 | |
| JODIENegative Sampling Strategy=historical2026.03 | 0.8077 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 0.788 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 0.7774 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 0.7727 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 0.7592 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 0.7517 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 0.7509 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 0.7382 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 0.7096 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 0.7095 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 0.6784 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 0.6736 |