Dynamic Link Prediction on UN Trade (AUC-ROC)
86.61AUC-ROCEdgeBank
Evaluation results
| Method | Links | |
|---|---|---|
| EdgeBankNegative Sampling Strategy=historical2026.03 | 86.61 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 74.2 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 73.86 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 71.73 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 70.48 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 69.69 | |
| JODIENegative Sampling Strategy=historical2026.03 | 68.92 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 67.8 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 66.82 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 66.53 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 66.37 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 66.13 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 65.6 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 64.36 | |
| TGNNegative Sampling Strategy=historical2026.03 | 63.93 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 63.2 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 63.09 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 62.56 | |
| TCLNegative Sampling Strategy=historical2026.03 | 61.43 | |
| TGATNegative Sampling Strategy=historical2026.03 | 60.37 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 50 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 50 |