Dynamic Link Prediction on Flights (transductive)
98.95APDyGMamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyGMambaNSS=rnd, Setting=transductive2026.06 | 98.95 | — | |
| DyGFormerNSS=rnd, Setting=transductive2026.06 | 98.91 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 98.87 | 98.9 | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 98.81 | 98.84 | |
| CTDG-SSMNSS=rnd, Setting=transductive2026.06 | 98.7 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 98.51 | 98.45 | |
| CAWNNSS=rnd, Setting=transductive2026.06 | 98.51 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 98.25 | 98.93 | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 98.2 | 98.11 | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 98.12 | 98.8 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 97.95 | 98.22 | |
| TGNNSS=rnd, Setting=transductive2026.06 | 97.95 | — | |
| JODIENSS=rnd, Setting=transductive2026.06 | 95.6 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 95.29 | 95.95 | |
| DyRepNSS=rnd, Setting=transductive2026.06 | 95.29 | — | |
| TGATNSS=rnd, Setting=transductive2026.06 | 94.03 | — | |
| TCLNSS=rnd, Setting=transductive2026.06 | 91.23 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 90.99 | 91.13 | |
| GraphMixerNSS=rnd, Setting=transductive2026.06 | 90.99 | — | |
| EdgebankNSS=rnd, Setting=transductive2026.06 | 89.35 | — | |
| CTDG-SSMNSS=hist, Setting=transductive2026.06 | 87.2 | — | |
| CTDG-SSMNSS=ind, Setting=transductive2026.06 | 86.5 | — | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 81.08 | — | |
| EdgebankNSS=ind, Setting=transductive2026.06 | 81.08 | — | |
| TGATNSS=inductive, Setting=Transductive2026.03 | 75.48 | — | |
| TGATNSS=ind, Setting=transductive2026.06 | 75.48 | — | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | 74.87 | — | |
| GraphMixerNSS=ind, Setting=transductive2026.06 | 74.87 | — | |
| TCLNSS=inductive, Setting=Transductive2026.03 | 74.62 | — | |
| TCLNSS=ind, Setting=transductive2026.06 | 74.62 | — | |
| DyGMambaNSS=ind, Setting=transductive2026.06 | 73.79 | — | |
| TGATNSS=historical, Setting=Transductive2026.03 | 72.38 | — | |
| TGATNSS=hist, Setting=transductive2026.06 | 72.38 | — | |
| GraphMixerNSS=historical, Setting=Transductive2026.03 | 71.47 | — | |
| GraphMixerNSS=hist, Setting=transductive2026.06 | 71.47 | — | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 71.2 | — | |
| TGNNSS=inductive, Setting=Transductive2026.03 | 71.09 | — | |
| TGNNSS=ind, Setting=transductive2026.06 | 71.09 | — | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 70.92 | — | |
| DyGFormerNSS=ind, Setting=transductive2026.06 | 70.92 | — | |
| TCLNSS=historical, Setting=Transductive2026.03 | 70.68 | — | |
| TCLNSS=hist, Setting=transductive2026.06 | 70.68 | — | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | 70.57 | — | |
| DyRepNSS=ind, Setting=transductive2026.06 | 70.57 | — | |
| EdgeBankNSS=historical, Setting=Transductive2026.03 | 70.53 | — | |
| EdgebankNSS=hist, Setting=transductive2026.06 | 70.53 | — | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | 69.18 | — | |
| CAWNNSS=ind, Setting=transductive2026.06 | 69.18 | — | |
| JODIENSS=inductive, Setting=Transductive2026.03 | 69.07 | — | |
| JODIENSS=ind, Setting=transductive2026.06 | 69.07 | — | |
| DyGMambaNSS=hist, Setting=transductive2026.06 | 67.8 | — | |
| DyRepNSS=historical, Setting=Transductive2026.03 | 67.61 | — | |
| DyRepNSS=hist, Setting=transductive2026.06 | 67.61 | — | |
| TGNNSS=historical, Setting=Transductive2026.03 | 66.7 | — | |
| TGNNSS=hist, Setting=transductive2026.06 | 66.7 | — | |
| DyGFormerNSS=historical, Setting=Transductive2026.03 | 66.59 | — | |
| DyGFormerNSS=hist, Setting=transductive2026.06 | 66.59 | — | |
| JODIENSS=historical, Setting=Transductive2026.03 | 66.48 | — | |
| JODIENSS=hist, Setting=transductive2026.06 | 66.48 | — | |
| FreeDyGNSS=historical, Setting=Transductive2026.03 | 66.03 | — | |
| TFWaveFormerNSS=historical, Setting=Transductive2026.03 | 65.31 | — | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | 65.08 | — | |
| CAWNNSS=historical, Setting=Transductive2026.03 | 64.72 | — | |
| CAWNNSS=hist, Setting=transductive2026.06 | 64.72 | — | |
| CAWNNSS=rnd2026.05 | — | 98.46 | |
| CAWNNSS=hist2026.05 | — | 66.45 | |
| CAWNNSS=ind2026.05 | — | 70.17 | |
| DSRDNSS=rnd2026.05 | — | 99.81 | |
| DSRDNSS=hist2026.05 | — | 84.39 | |
| DSRDNSS=ind2026.05 | — | 85.73 | |
| DyGFormerNSS=rnd2026.05 | — | 98.95 | |
| DyGFormerNSS=hist2026.05 | — | 68.53 | |
| DyGFormerNSS=ind2026.05 | — | 69.76 | |
| DyRepNSS=rnd2026.05 | — | 95.34 | |
| DyRepNSS=hist2026.05 | — | 74.15 | |
| DyRepNSS=ind2026.05 | — | 75 | |
| EdgeBankNSS=rnd2026.05 | — | 91.27 | |
| EdgeBankNSS=hist2026.05 | — | 76.75 | |
| EdgeBankNSS=ind2026.05 | — | 82.93 | |
| GraphMixerNSS=rnd2026.05 | — | 91.13 | |
| GraphMixerNSS=hist2026.05 | — | 71.15 | |
| GraphMixerNSS=ind2026.05 | — | 73.25 | |
| JODIENSS=rnd2026.05 | — | 95.13 | |
| JODIENSS=hist2026.05 | — | 74.17 | |
| JODIENSS=ind2026.05 | — | 74.87 | |
| NATNSS=rnd2026.05 | — | 98.61 | |
| NATNSS=hist2026.05 | — | 72.61 | |
| NATNSS=ind2026.05 | — | 68.08 | |
| PINTNSS=rnd2026.05 | — | 98.86 | |
| PINTNSS=hist2026.05 | — | 72.59 | |
| PINTNSS=ind2026.05 | — | 62.54 | |
| TCLNSS=rnd2026.05 | — | 91.24 | |
| TCLNSS=hist2026.05 | — | 71.25 | |
| TCLNSS=ind2026.05 | — | 73.15 | |
| TGATNSS=rnd2026.05 | — | 93.82 | |
| TGATNSS=hist2026.05 | — | 73.04 | |
| TGATNSS=ind2026.05 | — | 74.44 | |
| TGNNSS=rnd2026.05 | — | 98.43 | |
| TGNNSS=hist2026.05 | — | 74.82 | |
| TGNNSS=ind2026.05 | — | 77.92 |