Dynamic Link Prediction on UN Trade (transductive)
99.82AUCDSRD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DSRDNSS=hist2026.05 | 99.82 | — | |
| DSRDNSS=rnd2026.05 | 99.19 | — | |
| DSRDNSS=ind2026.05 | 99.08 | — | |
| EdgeBankNSS=hist2026.05 | 87.78 | — | |
| EdgeBankNSS=ind2026.05 | 81.56 | — | |
| TPNetNSS=rnd2026.05 | 80.62 | — | |
| TPNetNSS=ind2026.05 | 75.1 | — | |
| NATNSS=rnd2026.05 | 74.12 | — | |
| TPNetNSS=hist2026.05 | 73.09 | — | |
| NATNSS=ind2026.05 | 72.25 | — | |
| NATNSS=hist2026.05 | 71.57 | — | |
| DyRepNSS=ind2026.05 | 70.37 | — | |
| DyGFormerNSS=ind2026.05 | 70.28 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 70.2 | 64.25 | |
| JODIENSS=rnd2026.05 | 70.16 | — | |
| PINTNSS=ind2026.05 | 70.07 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 69.96 | 66.06 | |
| EdgeBankNSS=rnd2026.05 | 69.96 | — | |
| PINTNSS=rnd2026.05 | 69.13 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 69.1 | 65.03 | |
| TGNNSS=rnd2026.05 | 69.05 | — | |
| JODIENSS=ind2026.05 | 68.85 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 68.54 | 65.39 | |
| TGNNSS=ind2026.05 | 68.36 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 68.24 | 64.58 | |
| DyRepNSS=hist2026.05 | 68.22 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 67.44 | 63.21 | |
| PINTNSS=hist2026.05 | 66.8 | — | |
| TGNNSS=hist2026.05 | 66 | — | |
| JODIENSS=hist2026.05 | 65.77 | — | |
| CAWNNSS=ind2026.05 | 65.72 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 65.52 | 62.61 | |
| DyRepNSS=rnd2026.05 | 64.89 | — | |
| DyGFormerNSS=hist2026.05 | 64.86 | — | |
| DyGFormerNSS=rnd2026.05 | 64.35 | — | |
| CAWNNSS=rnd2026.05 | 64.11 | — | |
| TGATNSS=rnd2026.05 | 63.31 | — | |
| TCLNSS=rnd2026.05 | 62.83 | — | |
| TCLNSS=ind2026.05 | 62.47 | — | |
| GraphMixerNSS=rnd2026.05 | 61.75 | — | |
| TGATNSS=ind2026.05 | 59.76 | — | |
| CAWNNSS=hist2026.05 | 59.55 | — | |
| TCLNSS=hist2026.05 | 58.39 | — | |
| GraphMixerNSS=ind2026.05 | 56.68 | — | |
| TGATNSS=hist2026.05 | 55.65 | — | |
| GraphMixerNSS=hist2026.05 | 53.69 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 50 | 50 | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 50 | 50 | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 50 | 50.01 | |
| CAWNNSS=historical, Setting=Transductive2026.03 | — | 55.71 | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | — | 62.54 | |
| CTDG-SSMNSS=rnd2026.06 | — | 69.1 | |
| CTDG-SSMNSS=hist2026.06 | — | 68.4 | |
| CTDG-SSMNSS=ind2026.06 | — | 67.92 | |
| DyGFormerNSS=historical, Setting=Transductive2026.03 | — | 64.41 | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | — | 55.79 | |
| DyRepNSS=historical, Setting=Transductive2026.03 | — | 59.19 | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | — | 60.19 | |
| EdgeBankNSS=historical, Setting=Transductive2026.03 | — | 81.32 | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | — | 72.97 | |
| FreeDyGNSS=historical, Setting=Transductive2026.03 | — | 50 | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | — | 50 | |
| GraphMixerNSS=historical, Setting=Transductive2026.03 | — | 57.05 | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | — | 60.15 | |
| JODIENSS=historical, Setting=Transductive2026.03 | — | 61.39 | |
| JODIENSS=inductive, Setting=Transductive2026.03 | — | 60.42 | |
| TCLNSS=historical, Setting=Transductive2026.03 | — | 55.9 | |
| TCLNSS=inductive, Setting=Transductive2026.03 | — | 61.06 | |
| TFWaveFormerNSS=historical, Setting=Transductive2026.03 | — | 60.16 | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | — | 61.37 | |
| TGATNSS=historical, Setting=Transductive2026.03 | — | 55.74 | |
| TGATNSS=inductive, Setting=Transductive2026.03 | — | 60.61 | |
| TGNNSS=historical, Setting=Transductive2026.03 | — | 58.44 | |
| TGNNSS=inductive, Setting=Transductive2026.03 | — | 61.04 |