Temporal Link Prediction on UCI (AUROC, F1-Score)
0.9189AUROC+Tent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| +TentModel Category=TTA models2026.06 | 0.9189 | 0.8418 | |
| PromptDyGModel Category=TTA models2026.06 | 0.9189 | 0.842 | |
| +GTransModel Category=TTA models2026.06 | 0.9183 | 0.8371 | |
| Roland-GRUModel Category=DTDG models2026.06 | 0.9085 | 0.8 | |
| SFDyGModel Category=DTDG models2026.06 | 0.9053 | 0.789 | |
| GCRN-BaselineModel Category=DTDG models2026.06 | 0.9016 | 0.8128 | |
| GCRN-GRUModel Category=DTDG models2026.06 | 0.8975 | 0.8104 | |
| GCRN-LSTMModel Category=DTDG models2026.06 | 0.8974 | 0.8089 | |
| Roland-MLPModel Category=DTDG models2026.06 | 0.8859 | 0.7014 | |
| Roland-AverageModel Category=DTDG models2026.06 | 0.8731 | 0.7879 | |
| +MatchaModel Category=TTA models2026.06 | 0.8696 | 0.7839 | |
| TGCNModel Category=DTDG models2026.06 | 0.8313 | 0.7165 | |
| EvolveGCN-HModel Category=DTDG models2026.06 | 0.563 | 0.3245 | |
| EvolveGCN-OModel Category=DTDG models2026.06 | 0.534 | 0.4542 |