Dynamic Link Prediction on US Legis. transductive v1 (test)
91.44AUC-ROCDyRep
Evaluation results
| Method | Links | |
|---|---|---|
| DyRepNegative Sampling Strategy=hist2026.06 | 91.44 | |
| DyGFormerNegative Sampling Strategy=hist2026.06 | 90.77 | |
| DyRepNegative Sampling Strategy=ind2026.06 | 89.44 | |
| DyGMambaNegative Sampling Strategy=hist2026.06 | 88.36 | |
| DyGFormerNegative Sampling Strategy=ind2026.06 | 87.96 | |
| DyGMambaNegative Sampling Strategy=ind2026.06 | 86.08 | |
| CTDG-SSMNegative Sampling Strategy=ind2026.06 | 86.06 | |
| CTDG-SSMNegative Sampling Strategy=rnd2026.06 | 85.92 | |
| CTDG-SSMNegative Sampling Strategy=hist2026.06 | 85.55 | |
| GraphMixerNegative Sampling Strategy=hist2026.06 | 85.17 | |
| GraphMixerNegative Sampling Strategy=ind2026.06 | 84.22 | |
| TCLNegative Sampling Strategy=hist2026.06 | 83.97 | |
| TGNNegative Sampling Strategy=hist2026.06 | 83.53 | |
| TGNNegative Sampling Strategy=rnd2026.06 | 83.34 | |
| JODIENegative Sampling Strategy=rnd2026.06 | 82.85 | |
| TCLNegative Sampling Strategy=ind2026.06 | 82.54 | |
| DyRepNegative Sampling Strategy=rnd2026.06 | 82.28 | |
| DyGMambaNegative Sampling Strategy=rnd2026.06 | 79.03 | |
| CAWNNegative Sampling Strategy=hist2026.06 | 78.62 | |
| TGNNegative Sampling Strategy=ind2026.06 | 78.12 | |
| DyGFormerNegative Sampling Strategy=rnd2026.06 | 77.9 | |
| CAWNNegative Sampling Strategy=rnd2026.06 | 77.16 | |
| GraphMixerNegative Sampling Strategy=rnd2026.06 | 76.96 | |
| CAWNNegative Sampling Strategy=ind2026.06 | 76.45 | |
| TCLNegative Sampling Strategy=rnd2026.06 | 76.27 | |
| TGATNegative Sampling Strategy=rnd2026.06 | 75.84 | |
| TGATNegative Sampling Strategy=hist2026.06 | 73.47 | |
| TGATNegative Sampling Strategy=ind2026.06 | 71.62 | |
| EdgebankNegative Sampling Strategy=ind2026.06 | 68.66 | |
| JODIENegative Sampling Strategy=hist2026.06 | 67.47 | |
| EdgebankNegative Sampling Strategy=hist2026.06 | 67.41 | |
| EdgebankNegative Sampling Strategy=rnd2026.06 | 62.57 | |
| JODIENegative Sampling Strategy=ind2026.06 | 59.05 |