Dynamic Link Prediction on Social Evo.
98.47AUC-ROCFreeDyG
Evaluation results
| Method | Links | |
|---|---|---|
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 98.47 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 97.51 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 97.42 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 97.34 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 97.28 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 97.19 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 95.24 | |
| TGNNegative Sampling Strategy=historical2026.03 | 94.71 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 94.39 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 94.22 | |
| TCLNegative Sampling Strategy=historical2026.03 | 93.44 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 93.44 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 93.12 | |
| TGATNegative Sampling Strategy=historical2026.03 | 93.08 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 93.07 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 92.94 | |
| JODIENegative Sampling Strategy=historical2026.03 | 90.06 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 90.01 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 89.93 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | 87.88 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 87.43 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | 85.81 |