Dynamic Link Prediction on UCI (AUC-ROC)
85.18AUC-ROCTFWaveFormer
Evaluation results
| Method | Links | |
|---|---|---|
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 85.18 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 84.96 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 81 | |
| JODIENegative Sampling Strategy=historical2026.03 | 78.64 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 77.54 | |
| TGNNegative Sampling Strategy=historical2026.03 | 77.25 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 76.97 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 75.13 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 74.59 | |
| TCLNegative Sampling Strategy=historical2026.03 | 72.25 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 70.05 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 69.56 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 65.96 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 64.14 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 64.11 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 60.8 | |
| TGATNegative Sampling Strategy=historical2026.03 | 58.89 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 58.06 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 58.03 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 57.91 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 57.86 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 54.25 |