Dynamic Link Prediction on Flights transductive v1 (test)
98.98AUC-ROCDyGMamba
Evaluation Results
| Method | Links | |
|---|---|---|
| DyGMambaNegative Sampling Strategy=rnd2026.06 | 98.98 | |
| DyGFormerNegative Sampling Strategy=rnd2026.06 | 98.93 | |
| CTDG-SSMNegative Sampling Strategy=rnd2026.06 | 98.53 | |
| CAWNNegative Sampling Strategy=rnd2026.06 | 98.45 | |
| TGNNegative Sampling Strategy=rnd2026.06 | 98.22 | |
| JODIENegative Sampling Strategy=rnd2026.06 | 96.21 | |
| DyRepNegative Sampling Strategy=rnd2026.06 | 95.95 | |
| TGATNegative Sampling Strategy=rnd2026.06 | 94.13 | |
| TCLNegative Sampling Strategy=rnd2026.06 | 91.21 | |
| GraphMixerNegative Sampling Strategy=rnd2026.06 | 91.13 | |
| EdgebankNegative Sampling Strategy=rnd2026.06 | 90.23 | |
| CTDG-SSMNegative Sampling Strategy=hist2026.06 | 90.1 | |
| CTDG-SSMNegative Sampling Strategy=ind2026.06 | 89.25 | |
| EdgebankNegative Sampling Strategy=ind2026.06 | 81.1 | |
| EdgebankNegative Sampling Strategy=hist2026.06 | 74.64 | |
| TGATNegative Sampling Strategy=ind2026.06 | 73.47 | |
| TCLNegative Sampling Strategy=ind2026.06 | 72.54 | |
| GraphMixerNegative Sampling Strategy=ind2026.06 | 72.21 | |
| TGATNegative Sampling Strategy=hist2026.06 | 72.2 | |
| TGNNegative Sampling Strategy=ind2026.06 | 71.63 | |
| DyGMambaNegative Sampling Strategy=ind2026.06 | 71.16 | |
| DyRepNegative Sampling Strategy=ind2026.06 | 71.13 | |
| TCLNegative Sampling Strategy=hist2026.06 | 70.57 | |
| GraphMixerNegative Sampling Strategy=hist2026.06 | 70.37 | |
| JODIENegative Sampling Strategy=ind2026.06 | 69.99 | |
| CAWNNegative Sampling Strategy=ind2026.06 | 69.7 | |
| DyGFormerNegative Sampling Strategy=ind2026.06 | 69.53 | |
| DyRepNegative Sampling Strategy=hist2026.06 | 69.43 | |
| DyGMambaNegative Sampling Strategy=hist2026.06 | 68.98 | |
| JODIENegative Sampling Strategy=hist2026.06 | 68.97 | |
| TGNNegative Sampling Strategy=hist2026.06 | 68.39 | |
| DyGFormerNegative Sampling Strategy=hist2026.06 | 68.09 | |
| CAWNNegative Sampling Strategy=hist2026.06 | 66.11 |