Dynamic Link Prediction on UCI (inductive split)
94.85APFreeDyG
Evaluation results
| Method | Links | |
|---|---|---|
| FreeDyGNSS=rnd2026.06 | 94.85 | |
| DyG-MambaNSS=rnd2026.06 | 94.15 | |
| CTDG-SSMNSS=ind2026.06 | 90.34 | |
| CTDG-SSMNSS=rnd2026.06 | 89.12 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 87.59 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 87.57 | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 86.95 | |
| TIDFormerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 86.11 | |
| RepeatMixerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 85.53 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 82.44 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 82.43 | |
| FreeDyGNSS=ind2026.06 | 82.06 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 81.66 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 81.64 | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | 80.68 | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | 80.1 | |
| DyG-MambaNSS=ind2026.06 | 79.27 | |
| TCLNegative Sampling Strategy=historical2026.03 | 76.71 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 76.65 | |
| TCLNSS=inductive, Setting=Transductive2026.03 | 76.01 | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 72.25 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 72.13 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 72.13 | |
| TGNNSS=inductive, Setting=Transductive2026.03 | 70.94 | |
| TGNNegative Sampling Strategy=historical2026.03 | 70.78 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 70.73 | |
| TGATNegative Sampling Strategy=historical2026.03 | 70.52 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 70.49 | |
| TGATNSS=inductive, Setting=Transductive2026.03 | 68.67 | |
| JODIENSS=inductive, Setting=Transductive2026.03 | 65.99 | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | 64.61 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 64.54 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 64.54 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 63.16 | |
| JODIENegative Sampling Strategy=historical2026.03 | 63.11 | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 57.43 | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | 54.79 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 52.47 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 52.47 |