Dynamic Link Prediction on MOOC (AUC-ROC)
89.14AUC-ROCTFWaveFormer
Evaluation results
| Method | Links | |
|---|---|---|
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 89.14 | |
| TGNNegative Sampling Strategy=historical2026.03 | 88 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 87.04 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 83.16 | |
| JODIENegative Sampling Strategy=historical2026.03 | 82.75 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 81.99 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 81.06 | |
| TGATNegative Sampling Strategy=historical2026.03 | 80.81 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 80.76 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 77.44 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 76.68 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 75.03 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 73.18 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 72.45 | |
| TCLNegative Sampling Strategy=historical2026.03 | 72.09 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 71.57 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 70.36 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 70.32 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 66.63 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 63.26 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 61.9 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 48.18 |