Dynamic Link Prediction on UCI-Message (Live-update)
32.8MRRSiST-GNN
Evaluation results
| Method | Links | |
|---|---|---|
| SiST-GNNTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 32.8 | |
| ROLAND GRU-UpdateTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 11.2 | |
| TMetaNetTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 10.9 | |
| ROLAND MLP-UpdateTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 10.3 | |
| GCRN-BaselineTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 9.5 | |
| GCRN-LSTMTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 9.1 | |
| GCRN-GRUTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 8.9 | |
| GCRN-LSTMTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 8.3 | |
| GCRN-GRUTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 8 | |
| T-GCNTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 8 | |
| ROLAND Moving-Avg.Training Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 7.5 | |
| EvolveGCN-OTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 7.1 | |
| GCRN-BaselineTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 6.9 | |
| EvolveGCN-OTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 6.6 | |
| EvolveGCN-HTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 6.1 | |
| EvolveGCN-HTraining Protocol=ROLAND incremental training, Evaluation Regime=Live-update2026.05 | 5.7 | |
| T-GCNTraining Protocol=standard BPTT training, Evaluation Regime=Live-update2026.05 | 5.4 |