Inductive dynamic link prediction on Contact (inductive)
98.7AUC-ROCCTDG-SSM
Evaluation results
| Method | Links | |
|---|---|---|
| CTDG-SSMNSS=rnd2026.06 | 98.7 | |
| DyGMambaNSS=rnd2026.06 | 98.44 | |
| DyGFormerNegative sampling strategy=random2023.03 | 98.3 | |
| DyGFormerNSS=rnd2026.06 | 98.3 | |
| CTDG-SSMNSS=ind2026.06 | 96.98 | |
| TGATNSS=rnd2026.06 | 96.53 | |
| TFWaveFormerNSS=hist2026.03 | 95.51 | |
| JODIENegative sampling strategy=random2023.03 | 95.37 | |
| JODIENSS=rnd2026.06 | 95.37 | |
| TFWaveFormerNSS=ind2026.03 | 95.3 | |
| TGNNSS=rnd2026.06 | 94.84 | |
| DyGMambaNSS=ind2026.06 | 94.35 | |
| DyGFormerNegative sampling strategy=historical2023.03 | 94.14 | |
| DyGFormerNSS=hist2026.03 | 94.14 | |
| DyGFormerNSS=ind2026.03 | 94.14 | |
| DyGFormerNSS=ind2026.06 | 94.14 | |
| FreeDyGNSS=ind2026.03 | 93.89 | |
| TGATNSS=hist2026.03 | 93.76 | |
| TGATNSS=ind2026.03 | 93.76 | |
| TGATNSS=ind2026.06 | 93.76 | |
| TCLNSS=rnd2026.06 | 93.05 | |
| GraphMixerNegative sampling strategy=random2023.03 | 92.83 | |
| GraphMixerNSS=rnd2026.06 | 92.83 | |
| FreeDyGNSS=hist2026.03 | 92.34 | |
| DyRepNSS=rnd2026.06 | 91.89 | |
| JODIENegative sampling strategy=historical2023.03 | 90.8 | |
| JODIENSS=hist2026.03 | 90.8 | |
| JODIENSS=ind2026.03 | 90.8 | |
| JODIENSS=ind2026.06 | 90.8 | |
| TCLNSS=hist2026.03 | 90.37 | |
| TCLNSS=ind2026.03 | 90.37 | |
| TCLNSS=ind2026.06 | 90.37 | |
| GraphMixerNSS=hist2026.03 | 90.04 | |
| GraphMixerNSS=ind2026.03 | 90.04 | |
| GraphMixerNSS=ind2026.06 | 90.04 | |
| CAWNNSS=rnd2026.06 | 89.07 | |
| DyRepNSS=hist2026.03 | 88.88 | |
| DyRepNSS=ind2026.03 | 88.87 | |
| DyRepNSS=ind2026.06 | 88.87 | |
| TGNNSS=ind2026.03 | 88.85 | |
| TGNNSS=ind2026.06 | 88.85 | |
| TGNNSS=hist2026.03 | 88.84 | |
| CAWNNSS=hist2026.03 | 74.79 | |
| CAWNNSS=ind2026.03 | 74.79 | |
| CAWNNSS=ind2026.06 | 74.79 |