Temporal Link Prediction on Reddit (inductive)
99.69AUC-ROCTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 99.69 | — | |
| TSNNNegative sampling=random2026.06 | 99.32 | 99.42 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 98.84 | — | |
| TPNetNegative sampling=random2026.06 | 98.73 | 98.86 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 98.71 | — | |
| DyGFormerNegative sampling=random2026.06 | 98.71 | 98.84 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 98.42 | — | |
| CAWNNegative sampling=random2026.06 | 98.42 | 98.62 | |
| PINTNegative sampling=random2026.06 | 98.38 | 98.56 | |
| NATNegative sampling=random2026.06 | 98 | 98.24 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 97.39 | — | |
| TGNNegative sampling=random2026.06 | 97.39 | 97.5 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 96.98 | — | |
| TGATNegative sampling=random2026.06 | 96.98 | 97.09 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 96.52 | — | |
| JODIENegative sampling=random2026.06 | 96.52 | 96.5 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 96.05 | — | |
| DyRepNegative sampling=random2026.06 | 96.05 | 96.09 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 94.97 | — | |
| GraphMixerNegative sampling=random2026.06 | 94.97 | 95.26 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 93.8 | — | |
| TCLNegative sampling=random2026.06 | 93.8 | 94.09 | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 69.26 | — | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 69.25 | — | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 66.79 | — | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 64.94 | — | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.91 | — | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 64.81 | — | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.8 | — | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 64.55 | — | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.55 | — | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.51 | — | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 64.43 | — | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.39 | — | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 64.27 | — | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.27 | — | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 61.69 | — | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 61.69 | — | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 61.43 | — | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 61.36 | — | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 60.45 | — | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 60.44 | — | |
| CAWNNegative Sampling Strategy=Random2026.05 | — | 98.62 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | — | 63.67 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | — | 63.65 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | — | 98.84 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | — | 65.37 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | — | 65.35 | |
| DyRepNegative Sampling Strategy=Random2026.05 | — | 96.09 | |
| DyRepNegative Sampling Strategy=Historical2026.05 | — | 61.6 | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | — | 61.58 | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | — | 98.91 | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | — | 66.02 | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | — | 64.98 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | — | 95.26 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | — | 64.5 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | — | 64.49 | |
| JODIENegative Sampling Strategy=Random2026.05 | — | 96.5 | |
| JODIENegative Sampling Strategy=Historical2026.05 | — | 62.34 | |
| JODIENegative Sampling Strategy=Inductive2026.05 | — | 62.32 | |
| TCLNegative Sampling Strategy=Random2026.05 | — | 94.09 | |
| TCLNegative Sampling Strategy=Historical2026.05 | — | 60.83 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | — | 60.81 | |
| TGATNegative Sampling Strategy=Random2026.05 | — | 97.09 | |
| TGATNegative Sampling Strategy=Historical2026.05 | — | 63.47 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | — | 63.4 | |
| TGFormerNegative Sampling Strategy=Random2026.05 | — | 99.78 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | — | 72.95 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | — | 72.95 | |
| TGNNegative Sampling Strategy=Random2026.05 | — | 97.5 | |
| TGNNegative Sampling Strategy=Historical2026.05 | — | 64.85 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | — | 64.84 |