Link Prediction on US Legis. (inductive)
81.96AUC-ROCGRN
Evaluation Results
| Method | Links | |
|---|---|---|
| GRNNegative sampling strategy=random2024.11 | 81.96 | |
| CTDG-SSMNSS=ind2026.06 | 81.46 | |
| CTDG-SSMNSS=rnd2026.06 | 81.17 | |
| DyRepNSS=ind2026.06 | 67.94 | |
| TIDFormerNegative Sampling Strategy=Historical2026.05 | 67.9 | |
| TIDFormerNegative Sampling Strategy=Inductive2026.05 | 67.9 | |
| TGNNSS=ind2026.06 | 64.87 | |
| TGNNegative Sampling Strategy=Random2026.05 | 62.38 | |
| TGNNSS=rnd2026.06 | 62.38 | |
| DyRepNSS=rnd2026.06 | 61.07 | |
| TGNNegative sampling strategy=random2024.11 | 60.25 | |
| TCLNegative sampling strategy=random2024.11 | 59.72 | |
| CAWNNegative sampling strategy=random2024.11 | 59.4 | |
| JODIENSS=rnd2026.06 | 58.12 | |
| JODIENSS=ind2026.06 | 58.12 | |
| DyRepNegative sampling strategy=random2024.11 | 58.01 | |
| DyGMambaNSS=ind2026.06 | 57.91 | |
| DyGMambaNSS=rnd2026.06 | 57.17 | |
| DyGFormerNSS=ind2026.06 | 56.57 | |
| TGATNegative sampling strategy=random2024.11 | 56.27 | |
| JODIENegative sampling strategy=random2024.11 | 55.41 | |
| GraphMixerNegative sampling strategy=random2024.11 | 54.46 | |
| CAWNNSS=ind2026.06 | 54.41 | |
| DyGFormerNegative sampling strategy=random2024.11 | 53.46 | |
| DyGFormerNSS=rnd2026.06 | 53.21 | |
| TCLNSS=ind2026.06 | 52.12 | |
| CAWNNSS=rnd2026.06 | 51.49 | |
| TCLNSS=rnd2026.06 | 50.43 | |
| TGATNSS=ind2026.06 | 49.99 | |
| GraphMixerNSS=ind2026.06 | 49.28 | |
| TGATNSS=rnd2026.06 | 48.27 | |
| GraphMixerNSS=rnd2026.06 | 47.2 |