Inductive Dynamic Link Prediction on UN Vote
97.73AUCCTDG-SSM
Evaluation Results
| Method | Links | |
|---|---|---|
| CTDG-SSMNSS=ind2026.06 | 97.73 | |
| CTDG-SSMNSS=rnd2026.06 | 97.72 | |
| DSRDNegative Sampling Strategy=random2026.05 | 95.74 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 90.22 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 90.06 | |
| TGNNSS=ind2026.06 | 68.58 | |
| NATNegative Sampling Strategy=random2026.05 | 66.03 | |
| JODIENSS=ind2026.06 | 65.29 | |
| DyRepNSS=ind2026.06 | 64.1 | |
| TGNNSS=rnd2026.06 | 61.23 | |
| JODIENSS=rnd2026.06 | 58.13 | |
| DyGMambaNSS=rnd2026.06 | 56.91 | |
| DyGFormerNSS=rnd2026.06 | 56.73 | |
| DyRepNSS=rnd2026.06 | 55.13 | |
| DyGMambaNSS=ind2026.06 | 54.83 | |
| TCLNSS=ind2026.06 | 54.65 | |
| DyGFormerNSS=ind2026.06 | 53.87 | |
| TGATNSS=rnd2026.06 | 51.83 | |
| TGATNSS=ind2026.06 | 51.78 | |
| TCLNSS=rnd2026.06 | 50.51 | |
| GraphMixerNSS=rnd2026.06 | 50.04 | |
| CAWNNSS=rnd2026.06 | 48.34 | |
| CAWNNSS=ind2026.06 | 48.04 | |
| GraphMixerNSS=ind2026.06 | 45.57 |