Inductive Dynamic Link Prediction on Social Evo.
98.6AUC-ROCCTDG-SSM
Evaluation results
| Method | Links | |
|---|---|---|
| CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.06 | 98.6 | |
| FreeDyGNSS=hist2026.03 | 96.94 | |
| DyGFormerNSS=hist2026.03 | 96.91 | |
| DyGFormerNSS=ind2026.03 | 96.91 | |
| FreeDyGNSS=ind2026.03 | 96.79 | |
| TFWaveFormerNSS=hist2026.03 | 96.52 | |
| TFWaveFormerNSS=ind2026.03 | 96.52 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 95.29 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 95.27 | |
| GraphMixerNSS=hist2026.03 | 93.62 | |
| GraphMixerNSS=ind2026.03 | 93.62 | |
| TCLNSS=hist2026.03 | 93.28 | |
| TCLNSS=ind2026.03 | 93.28 | |
| DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.06 | 93.13 | |
| DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 93.05 | |
| TCLSetup=Inductive, Negative Sampling Strategy=random2026.06 | 92.51 | |
| TGNNSS=hist2026.03 | 92.1 | |
| TGNNSS=ind2026.03 | 92.1 | |
| GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 91.89 | |
| TGATNSS=ind2026.03 | 91.88 | |
| TGATNSS=hist2026.03 | 91.87 | |
| JODIESetup=Inductive, Negative Sampling Strategy=random2026.06 | 91.72 | |
| DSRDNegative Sampling Strategy=random2026.05 | 91.64 | |
| TGATSetup=Inductive, Negative Sampling Strategy=random2026.06 | 91.47 | |
| TGNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 90.74 | |
| DyRepSetup=Inductive, Negative Sampling Strategy=random2026.06 | 89.1 | |
| JODIENSS=hist2026.03 | 88.53 | |
| JODIENSS=ind2026.03 | 88.53 | |
| DyRepNSS=hist2026.03 | 87.93 | |
| DyRepNSS=ind2026.03 | 87.93 | |
| CAWNNSS=hist2026.03 | 83.54 | |
| CAWNNSS=ind2026.03 | 83.54 | |
| NATNegative Sampling Strategy=random2026.05 | 82.12 | |
| CAWNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 79.83 |