Dynamic Link Prediction on LastFM (AUC-ROC)
80.6AUC-ROCTFWaveFormer
Evaluation results
| Method | Links | |
|---|---|---|
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 80.6 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 78.78 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 78.54 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 78.09 | |
| TGNNegative Sampling Strategy=historical2026.03 | 77.97 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 77.37 | |
| JODIENegative Sampling Strategy=historical2026.03 | 75.22 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 74.65 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 69.25 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 68.37 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 67.92 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 67.88 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 65.46 | |
| TGATNegative Sampling Strategy=historical2026.03 | 64.27 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 64.21 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 64.12 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 63.99 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 62.15 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 61.32 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 60.22 | |
| TCLNegative Sampling Strategy=historical2026.03 | 47.24 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 46.93 |