Temporal Link Prediction on UCI (inductive)
98.84AUC-ROCTGFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 98.84 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 93.01 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 92.63 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 90.4 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 89.3 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 86.68 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 84.49 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 78.8 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 77.64 | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 76.01 | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 75.98 | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 75.97 | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 73.41 | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 72.78 | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 70.46 | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 70.42 | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 67.72 | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 65.58 | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 65.55 | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 62.69 | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 62.66 | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 62.32 | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 62.29 | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 60.27 | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 60.24 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 58.08 | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 56.39 | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 56.39 | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 51.26 | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 51.25 |