Transductive Dynamic Link Prediction on Can. Parl.
0.9998AUC ROCDSRD
Evaluation Results
| Method | Links | |
|---|---|---|
| DSRDNSS=ind2026.05 | 0.9998 | |
| DSRDNSS=rnd2026.05 | 0.999 | |
| DSRDNSS=hist2026.05 | 0.9903 | |
| TPNet+Sampling Strategy=rnd2026.03 | 0.9883 | |
| TPNet+Sampling Strategy=ind2026.03 | 0.9882 | |
| DyGFormer+Sampling Strategy=hist2026.03 | 0.9802 | |
| DyGFormer+Sampling Strategy=rnd2026.03 | 0.9799 | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 0.9776 | |
| DyGFormerSampling Strategy=rnd2026.03 | 0.9776 | |
| TPNet+Sampling Strategy=hist2026.03 | 0.9764 | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 0.9761 | |
| DyGFormerSampling Strategy=hist2026.03 | 0.9761 | |
| DyGFormer+Sampling Strategy=ind2026.03 | 0.9702 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 0.967 | |
| DyGFormerSampling Strategy=ind2026.03 | 0.967 | |
| TPNetSampling Strategy=rnd2026.03 | 0.9205 | |
| TPNetNSS=rnd2026.05 | 0.898 | |
| TPNetSampling Strategy=hist2026.03 | 0.8639 | |
| TPNetSampling Strategy=ind2026.03 | 0.8505 | |
| PINTNSS=hist2026.05 | 0.8444 | |
| DyGFormerNSS=rnd2026.05 | 0.8378 | |
| DyGFormerNSS=ind2026.05 | 0.8321 | |
| GraphMixerSampling Strategy=rnd2026.03 | 0.8317 | |
| GraphMixerNSS=rnd2026.05 | 0.8266 | |
| JODIENSS=rnd2026.05 | 0.823 | |
| TPNetNSS=hist2026.05 | 0.823 | |
| DyGFormerNSS=hist2026.05 | 0.8182 | |
| PINTNSS=rnd2026.05 | 0.8168 | |
| TPNetNSS=ind2026.05 | 0.8044 | |
| NATNSS=rnd2026.05 | 0.7959 | |
| GraphMixerSampling Strategy=hist2026.03 | 0.7903 | |
| TGNSampling Strategy=rnd2026.03 | 0.7699 | |
| GraphMixerNSS=hist2026.05 | 0.7683 | |
| CAWNSampling Strategy=rnd2026.03 | 0.757 | |
| CAWNNSS=rnd2026.05 | 0.7448 | |
| NATNSS=hist2026.05 | 0.7384 | |
| NATNSS=ind2026.05 | 0.737 | |
| TGNSampling Strategy=hist2026.03 | 0.7323 | |
| CAWNSampling Strategy=ind2026.03 | 0.7293 | |
| TCLSampling Strategy=rnd2026.03 | 0.7246 | |
| TGATNSS=rnd2026.05 | 0.7239 | |
| TGATNSS=hist2026.05 | 0.7235 | |
| CAWNSampling Strategy=hist2026.03 | 0.7206 | |
| GraphMixerSampling Strategy=ind2026.03 | 0.7052 | |
| TCLSampling Strategy=hist2026.03 | 0.6995 | |
| TGNSampling Strategy=ind2026.03 | 0.6957 | |
| TGATNSS=ind2026.05 | 0.6953 | |
| TCLSampling Strategy=ind2026.03 | 0.6947 | |
| PINTNSS=ind2026.05 | 0.6789 | |
| CAWNNSS=hist2026.05 | 0.6728 | |
| GraphMixerNSS=ind2026.05 | 0.6717 | |
| TCLNSS=hist2026.05 | 0.6705 | |
| CAWNNSS=ind2026.05 | 0.6686 | |
| EdgeBankNSS=rnd2026.05 | 0.6629 | |
| JODIENSS=hist2026.05 | 0.66 | |
| EdgeBankNSS=hist2026.05 | 0.6578 | |
| TCLNSS=rnd2026.05 | 0.6565 | |
| TGNNSS=rnd2026.05 | 0.651 | |
| EdgeBankNSS=ind2026.05 | 0.6318 | |
| TGNNSS=hist2026.05 | 0.6306 | |
| DyRepNSS=hist2026.05 | 0.6264 | |
| DyRepNSS=rnd2026.05 | 0.6165 | |
| DyRepNSS=ind2026.05 | 0.612 | |
| TCLNSS=ind2026.05 | 0.6107 | |
| TGNNSS=ind2026.05 | 0.5991 | |
| JODIENSS=ind2026.05 | 0.5662 |