Dynamic Link Prediction on Can. Parl. transductive v1 (test)
0.9982AUC-ROCDyGMamba
Evaluation Results
| Method | Links | |
|---|---|---|
| DyGMambaNegative Sampling Strategy=hist2026.06 | 0.9982 | |
| DyGMambaNegative Sampling Strategy=ind2026.06 | 0.9982 | |
| DyGMambaNegative Sampling Strategy=rnd2026.06 | 0.9969 | |
| CTDG-SSMNegative Sampling Strategy=rnd2026.06 | 0.981 | |
| DyGFormerNegative Sampling Strategy=rnd2026.06 | 0.9776 | |
| DyGFormerNegative Sampling Strategy=hist2026.06 | 0.9761 | |
| CTDG-SSMNegative Sampling Strategy=hist2026.06 | 0.975 | |
| CTDG-SSMNegative Sampling Strategy=ind2026.06 | 0.9687 | |
| DyGFormerNegative Sampling Strategy=ind2026.06 | 0.967 | |
| GraphMixerNegative Sampling Strategy=rnd2026.06 | 0.8317 | |
| GraphMixerNegative Sampling Strategy=hist2026.06 | 0.7903 | |
| JODIENegative Sampling Strategy=rnd2026.06 | 0.7821 | |
| TGNNegative Sampling Strategy=rnd2026.06 | 0.7699 | |
| CAWNNegative Sampling Strategy=rnd2026.06 | 0.757 | |
| TGATNegative Sampling Strategy=rnd2026.06 | 0.7569 | |
| DyRepNegative Sampling Strategy=rnd2026.06 | 0.7335 | |
| TGNNegative Sampling Strategy=hist2026.06 | 0.7323 | |
| CAWNNegative Sampling Strategy=ind2026.06 | 0.7293 | |
| TGATNegative Sampling Strategy=ind2026.06 | 0.7247 | |
| TCLNegative Sampling Strategy=rnd2026.06 | 0.7246 | |
| CAWNNegative Sampling Strategy=hist2026.06 | 0.7206 | |
| TGATNegative Sampling Strategy=hist2026.06 | 0.7086 | |
| GraphMixerNegative Sampling Strategy=ind2026.06 | 0.7052 | |
| DyRepNegative Sampling Strategy=hist2026.06 | 0.7016 | |
| TCLNegative Sampling Strategy=hist2026.06 | 0.6995 | |
| TGNNegative Sampling Strategy=ind2026.06 | 0.6957 | |
| TCLNegative Sampling Strategy=ind2026.06 | 0.6947 | |
| EdgebankNegative Sampling Strategy=rnd2026.06 | 0.6414 | |
| DyRepNegative Sampling Strategy=ind2026.06 | 0.6353 | |
| EdgebankNegative Sampling Strategy=hist2026.06 | 0.6304 | |
| JODIENegative Sampling Strategy=hist2026.06 | 0.6244 | |
| EdgebankNegative Sampling Strategy=ind2026.06 | 0.6141 | |
| JODIENegative Sampling Strategy=ind2026.06 | 0.5288 |