Transductive Dynamic Link Prediction on US Legis.
99.98AUC-ROCDSRD
Evaluation Results
| Method | Links | |
|---|---|---|
| DSRDNSS=rnd2026.05 | 99.98 | |
| DSRDNSS=hist2026.05 | 99.84 | |
| DSRDNSS=ind2026.05 | 98.31 | |
| TPNetNSS=hist2026.05 | 96.23 | |
| NATNSS=hist2026.05 | 95.3 | |
| NATNSS=ind2026.05 | 95.08 | |
| TPNetNSS=ind2026.05 | 94.83 | |
| DyRepNegative Sampling Strategy=historical2023.03 | 91.44 | |
| TGNNSS=hist2026.05 | 88.76 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 87.96 | |
| TGNNSS=ind2026.05 | 87.82 | |
| TPNetNSS=rnd2026.05 | 87.81 | |
| NATNSS=rnd2026.05 | 87.3 | |
| DyGFormerNSS=hist2026.05 | 87.24 | |
| DyGFormerNSS=ind2026.05 | 86.71 | |
| JODIENSS=rnd2026.05 | 85.7 | |
| TGNNegative Sampling Strategy=random2023.03 | 83.34 | |
| JODIENegative Sampling Strategy=random2023.03 | 82.85 | |
| PINTNSS=rnd2026.05 | 82.43 | |
| TGNNSS=rnd2026.05 | 82.38 | |
| CAWNNSS=hist2026.05 | 81.62 | |
| GraphMixerNSS=hist2026.05 | 81.17 | |
| GraphMixerNSS=ind2026.05 | 80.19 | |
| DyGFormerNSS=rnd2026.05 | 78.82 | |
| GraphMixerNSS=rnd2026.05 | 77.75 | |
| TCLNSS=hist2026.05 | 77.31 | |
| CAWNNSS=ind2026.05 | 76.97 | |
| CAWNNSS=rnd2026.05 | 76.86 | |
| TGATNSS=rnd2026.05 | 76.47 | |
| TCLNSS=rnd2026.05 | 75.12 | |
| TGATNSS=hist2026.05 | 75.03 | |
| TCLNSS=ind2026.05 | 73.91 | |
| EdgeBankNSS=ind2026.05 | 73.79 | |
| TGATNSS=ind2026.05 | 73.47 | |
| EdgeBankNSS=hist2026.05 | 72.36 | |
| DyRepNSS=rnd2026.05 | 70.49 | |
| DyRepNSS=ind2026.05 | 69.66 | |
| DyRepNSS=hist2026.05 | 69.47 | |
| EdgeBankNSS=rnd2026.05 | 66.72 | |
| PINTNSS=hist2026.05 | 63.22 | |
| PINTNSS=ind2026.05 | 59.23 | |
| JODIENSS=hist2026.05 | 54.46 | |
| JODIENSS=ind2026.05 | 53.07 |