Inductive Dynamic Link Prediction on UCI
94.76AUC-ROCDyGmamba
Evaluation Results
| Method | Links | |
|---|---|---|
| DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.06 | 94.76 | |
| DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 94.45 | |
| PINTNegative Sampling Strategy=random2026.05 | 93.1 | |
| CAWNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 92.61 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 92.38 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 92.36 | |
| GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 91.17 | |
| DSRDNegative Sampling Strategy=random2026.05 | 90.59 | |
| TGNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 87.81 | |
| CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.06 | 87.43 | |
| TCLSetup=Inductive, Negative Sampling Strategy=random2026.06 | 84.19 | |
| TFWaveFormerNSS=ind2026.03 | 81.36 | |
| TFWaveFormerNSS=hist2026.03 | 81.35 | |
| JODIESetup=Inductive, Negative Sampling Strategy=random2026.06 | 79.73 | |
| TGATSetup=Inductive, Negative Sampling Strategy=random2026.06 | 79.1 | |
| FreeDyGNSS=ind2026.03 | 76.59 | |
| FreeDyGNSS=hist2026.03 | 76.57 | |
| GraphMixerNSS=hist2026.03 | 75.98 | |
| GraphMixerNSS=ind2026.03 | 75.97 | |
| TCLNSS=hist2026.03 | 70.46 | |
| TCLNSS=ind2026.03 | 70.42 | |
| DyGFormerNSS=ind2026.03 | 65.58 | |
| DyGFormerNSS=hist2026.03 | 65.55 | |
| TGNNSS=hist2026.03 | 62.69 | |
| TGNNSS=ind2026.03 | 62.66 | |
| TGATNSS=hist2026.03 | 62.32 | |
| TGATNSS=ind2026.03 | 62.29 | |
| JODIENSS=ind2026.03 | 60.27 | |
| JODIENSS=hist2026.03 | 60.24 | |
| DyRepSetup=Inductive, Negative Sampling Strategy=random2026.06 | 58.39 | |
| CAWNNSS=hist2026.03 | 56.39 | |
| CAWNNSS=ind2026.03 | 56.39 | |
| DyRepNSS=ind2026.03 | 51.26 | |
| DyRepNSS=hist2026.03 | 51.25 | |
| CTANSetup=Inductive, Negative Sampling Strategy=random2026.06 | 49.78 |