Inductive Dynamic Link Prediction on UN Trade (AUC-ROC)
99.18AUC-ROCDSRD
Evaluation Results
| Method | Links | |
|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 99.18 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 95.47 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 95.42 | |
| TPNetNegative Sampling Strategy=random2026.05 | 81.26 | |
| CTDG-SSMNSS=rnd2026.06 | 73.76 | |
| CTDG-SSMNSS=ind2026.06 | 71.43 | |
| DyGMambaNSS=rnd2026.06 | 68.26 | |
| DyGFormerNSS=rnd2026.06 | 67.25 | |
| CAWNNSS=rnd2026.06 | 67.05 | |
| TCLNSS=rnd2026.06 | 63.76 | |
| GraphMixerNSS=rnd2026.06 | 63.48 | |
| TGATNSS=rnd2026.06 | 62.72 | |
| JODIENSS=rnd2026.06 | 62.28 | |
| TCLNSS=hist2026.03 | 61.12 | |
| TCLNSS=ind2026.03 | 61.01 | |
| TCLNSS=ind2026.06 | 61.01 | |
| CAWNNSS=hist2026.03 | 60.95 | |
| CAWNNSS=ind2026.03 | 60.88 | |
| CAWNNSS=ind2026.06 | 60.88 | |
| TGNNSS=rnd2026.06 | 59.99 | |
| TGATNSS=ind2026.03 | 59.98 | |
| TGATNSS=ind2026.06 | 59.98 | |
| GraphMixerNSS=hist2026.03 | 59.88 | |
| TGATNSS=hist2026.03 | 59.74 | |
| GraphMixerNSS=ind2026.03 | 59.71 | |
| GraphMixerNSS=ind2026.06 | 59.71 | |
| TFWaveFormerNSS=ind2026.03 | 59.66 | |
| TFWaveFormerNSS=hist2026.03 | 59.63 | |
| DyRepNSS=rnd2026.06 | 58.82 | |
| JODIENSS=hist2026.03 | 58.73 | |
| JODIENSS=ind2026.03 | 58.71 | |
| JODIENSS=ind2026.06 | 58.71 | |
| DyGFormerNSS=hist2026.03 | 58.46 | |
| DyRepNSS=hist2026.03 | 57.9 | |
| DyRepNSS=ind2026.03 | 57.87 | |
| DyRepNSS=ind2026.06 | 57.87 | |
| DyGMambaNSS=ind2026.06 | 57.58 | |
| DyGFormerNSS=ind2026.03 | 57.28 | |
| DyGFormerNSS=ind2026.06 | 57.28 | |
| TGNNSS=ind2026.03 | 55.62 | |
| TGNNSS=ind2026.06 | 55.62 | |
| TGNNSS=hist2026.03 | 55.61 | |
| FreeDyGNSS=hist2026.03 | 50 | |
| FreeDyGNSS=ind2026.03 | 50 |