Link Prediction on LastFM (inductive) (AUC-ROC)
0.9793AUC-ROCTGFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 0.9793 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 0.9432 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 0.9408 | |
| DyGFormerNegative sampling strategy=random2024.11 | 0.9287 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 0.8782 | |
| CAWNNegative sampling strategy=random2024.11 | 0.8507 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 0.8261 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 0.8224 | |
| JODIENegative sampling strategy=random2024.11 | 0.8212 | |
| GRNNegative sampling strategy=random2024.11 | 0.8211 | |
| DyRepNegative sampling strategy=random2024.11 | 0.8164 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 0.8113 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 0.8037 | |
| GraphMixerNegative sampling strategy=random2024.11 | 0.8035 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 0.7699 | |
| TGATNegative sampling strategy=random2024.11 | 0.7467 | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.7321 | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 0.7263 | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.7142 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 0.7084 | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 0.7073 | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.7073 | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 0.7033 | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 0.7007 | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.7007 | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 0.6989 | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.6989 | |
| TCLNegative sampling strategy=random2024.11 | 0.6983 | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 0.6879 | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.6879 | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 0.6844 | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 0.6844 | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 0.6769 | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.6768 | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 0.6699 | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.6699 | |
| TGNNegative sampling strategy=random2024.11 | 0.6402 | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 0.5588 | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 0.5588 |