Temporal Link Prediction on Wikipedia (inductive)
99.15AUC-ROCTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 99.15 | — | |
| TSNNNegative sampling=random2026.06 | 99.1 | 99.23 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 99.01 | — | |
| TPNetNegative sampling=random2026.06 | 98.9 | 98.91 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 98.48 | — | |
| DyGFormerNegative sampling=random2026.06 | 98.48 | 98.59 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 98.03 | — | |
| CAWNNegative sampling=random2026.06 | 98.03 | 98.24 | |
| PINTNegative sampling=random2026.06 | 97.76 | 98.03 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 97.72 | — | |
| TGNNegative sampling=random2026.06 | 97.72 | 97.83 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 96.3 | — | |
| GraphMixerNegative sampling=random2026.06 | 96.3 | 96.65 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 95.9 | — | |
| TGATNegative sampling=random2026.06 | 95.9 | 96.22 | |
| NATNegative sampling=random2026.06 | 95.82 | 96.3 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 95.57 | — | |
| TCLNegative sampling=random2026.06 | 95.57 | 96.22 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 94.33 | — | |
| JODIENegative sampling=random2026.06 | 94.33 | 94.82 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 91.49 | — | |
| DyRepNegative sampling=random2026.06 | 91.49 | 92.43 | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 83.17 | — | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 82.88 | — | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 82.87 | — | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 82.08 | — | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 79.79 | — | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 79.79 | — | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 78.38 | — | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 78.38 | — | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 76.75 | — | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 76.04 | — | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 75.76 | — | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 75.75 | — | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 68.33 | — | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 68.33 | — | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 62.04 | — | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 62.02 | — | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 61.87 | — | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 61.86 | — | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 57.54 | — | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 57.54 | — |