Temporal Link Prediction on CollegeMsg (inductive)
96.49AUC-ROCTGFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 96.49 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 92.74 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 92.29 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 92.21 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 88.4 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 86.73 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 78.76 | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 77.58 | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 77.55 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 77 | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 74.54 | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 74.53 | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 74.18 | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 73.45 | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 67.77 | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 67.72 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 66 | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 63.93 | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 63.89 | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 63.15 | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 63.14 | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 61.53 | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 61.51 | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 60.05 | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 60.05 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 54.09 | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 52.36 | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 52.31 | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 48.64 | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 48.57 |