Dynamic Link Prediction on Wikipedia transductive (ind)
99.32APTPNet
Evaluation Results
| Method | Links | |
|---|---|---|
| TPNetNegative Sampling Strategy=random2025.05 | 99.32 | |
| TIDFormerNegative Sampling Strategy=random2025.05 | 99.3 | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 99.26 | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 99.16 | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 99.03 | |
| CAWNNegative Sampling Strategy=random2025.05 | 98.76 | |
| TGNNegative Sampling Strategy=random2025.05 | 98.45 | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 97.25 | |
| TGATNegative Sampling Strategy=random2025.05 | 96.94 | |
| JODIENegative Sampling Strategy=random2025.05 | 96.5 | |
| DyRepNegative Sampling Strategy=random2025.05 | 94.86 | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 91.59 | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 91.21 | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 91.15 | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 90.9 | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 90.2 | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 90.05 | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 88.86 | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | 88.59 | |
| GraphMixerNegative Sampling Strategy=inductive2025.05 | 88.59 | |
| TGATNegative Sampling Strategy=historical2025.05 | 87.38 | |
| TGATNSS=inductive, Setting=Transductive2026.03 | 87 | |
| TGATNegative Sampling Strategy=inductive2025.05 | 87 | |
| TGNNegative Sampling Strategy=historical2025.05 | 86.86 | |
| TCLNSS=inductive, Setting=Transductive2026.03 | 86.76 | |
| TGNNSS=inductive, Setting=Transductive2026.03 | 85.62 | |
| TGNNegative Sampling Strategy=inductive2025.05 | 85.62 | |
| JODIENegative Sampling Strategy=historical2025.05 | 83.01 | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 82.23 | |
| TPNetNegative Sampling Strategy=historical2025.05 | 81.55 | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 80.63 | |
| DyRepNegative Sampling Strategy=historical2025.05 | 79.93 | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 79.35 | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 78.29 | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 78.29 | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | 77.27 | |
| JODIENSS=inductive, Setting=Transductive2026.03 | 75.65 | |
| JODIENegative Sampling Strategy=inductive2025.05 | 75.65 | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | 74.06 | |
| CAWNNegative Sampling Strategy=inductive2025.05 | 74.06 | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 73.36 | |
| CAWNNegative Sampling Strategy=historical2025.05 | 71.21 | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | 70.21 | |
| DyRepNegative Sampling Strategy=inductive2025.05 | 70.21 |