Dynamic Link Prediction on Contact (AUC-ROC)
97.43AUC-ROCTFWaveFormer
Evaluation results
| Method | Links | |
|---|---|---|
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 97.43 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 97.17 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 97.1 | |
| JODIENegative Sampling Strategy=historical2026.03 | 96.35 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 96.08 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 96 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 95.42 | |
| TGATNegative Sampling Strategy=historical2026.03 | 95.39 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 95.01 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 94.47 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 94.23 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 94.1 | |
| TGNNegative Sampling Strategy=historical2026.03 | 93.76 | |
| TCLNegative Sampling Strategy=historical2026.03 | 93.34 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 93.14 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 92.17 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 91.64 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 91.23 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 90.96 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 87.68 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 85.87 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 83.06 |