Dynamic Link Prediction on Flights (inductive)
97.85APDyGMamba
Evaluation results
| Method | Links | |
|---|---|---|
| DyGMambaNSS=rnd2026.06 | 97.85 | |
| DyGFormerNSS=rnd2026.06 | 97.79 | |
| CTDG-SSMNSS=rnd2026.06 | 97.15 | |
| CAWNNSS=rnd2026.06 | 97.06 | |
| TGNNSS=rnd2026.06 | 95.03 | |
| JODIENSS=rnd2026.06 | 94.74 | |
| DyRepNSS=rnd2026.06 | 92.88 | |
| CTDG-SSMNSS=ind2026.06 | 92.24 | |
| TGATNSS=rnd2026.06 | 88.73 | |
| TCLNSS=rnd2026.06 | 83.41 | |
| GraphMixerNSS=rnd2026.06 | 83.03 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 65.29 | |
| GraphMixerNSS=ind2026.06 | 65.29 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 65.28 | |
| TGATNegative Sampling Strategy=historical2026.03 | 64.72 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 64.72 | |
| TGATNSS=ind2026.06 | 64.72 | |
| TCLNegative Sampling Strategy=historical2026.03 | 64.5 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 64.5 | |
| TCLNSS=ind2026.06 | 64.5 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 62.83 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 62.83 | |
| DyRepNSS=ind2026.06 | 62.83 | |
| JODIENegative Sampling Strategy=historical2026.03 | 61.01 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 61.01 | |
| JODIENSS=ind2026.06 | 61.01 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 59.32 | |
| TGNNSS=ind2026.06 | 59.32 | |
| TGNNegative Sampling Strategy=historical2026.03 | 59.31 | |
| DyGMambaNSS=ind2026.06 | 57.76 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 57.11 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 57.11 | |
| DyGFormerNSS=ind2026.06 | 57.11 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 56.82 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 56.82 | |
| CAWNNSS=ind2026.06 | 56.82 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 56.72 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 56.68 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 56.49 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 56.47 |