Dynamic Link Prediction on Contact (transductive)
99.14AUCDSRD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DSRDNSS=rnd2026.05 | 99.14 | — | |
| TPNetNSS=rnd2026.05 | 98.71 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 98.53 | 98.29 | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 98.49 | 98.12 | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 98.39 | 98 | |
| DyGFormerNSS=rnd2026.05 | 98.36 | — | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 98.12 | 97.79 | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 98.01 | 97.71 | |
| PINTNSS=rnd2026.05 | 97.87 | — | |
| NATNSS=rnd2026.05 | 97.76 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 97.54 | 96.89 | |
| TGNNSS=rnd2026.05 | 97.25 | — | |
| TPNetNSS=hist2026.05 | 97.07 | — | |
| DyGFormerNSS=hist2026.05 | 97.04 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 96.48 | 95.98 | |
| PINTNSS=hist2026.05 | 96.37 | — | |
| TGATNSS=rnd2026.05 | 96.28 | — | |
| NATNSS=hist2026.05 | 96.15 | — | |
| JODIENSS=hist2026.05 | 96.1 | — | |
| DSRDNSS=hist2026.05 | 95.93 | — | |
| TPNetNSS=ind2026.05 | 95.77 | — | |
| DyRepNSS=rnd2026.05 | 95.27 | — | |
| TGATNSS=hist2026.05 | 95.18 | — | |
| JODIENSS=rnd2026.05 | 95.05 | — | |
| DyGFormerNSS=ind2026.05 | 94.91 | — | |
| DSRDNSS=ind2026.05 | 94.69 | — | |
| TGNNSS=hist2026.05 | 94.49 | — | |
| EdgeBankNSS=rnd2026.05 | 94.47 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 93.94 | 91.92 | |
| TGATNSS=ind2026.05 | 93.81 | — | |
| GraphMixerNSS=rnd2026.05 | 93.79 | — | |
| PINTNSS=ind2026.05 | 93.7 | — | |
| TCLNSS=hist2026.05 | 93.61 | — | |
| TCLNSS=rnd2026.05 | 93.55 | — | |
| JODIENSS=ind2026.05 | 93.42 | — | |
| GraphMixerNSS=hist2026.05 | 93.4 | — | |
| TGNNSS=ind2026.05 | 93.06 | — | |
| DyRepNSS=hist2026.05 | 93.05 | — | |
| NATNSS=ind2026.05 | 92.87 | — | |
| EdgeBankNSS=hist2026.05 | 92.52 | — | |
| TCLNSS=ind2026.05 | 91.54 | — | |
| GraphMixerNSS=ind2026.05 | 91.07 | — | |
| DyRepNSS=ind2026.05 | 91.04 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 89.99 | 90.26 | |
| CAWNNSS=rnd2026.05 | 88.64 | — | |
| EdgeBankNSS=ind2026.05 | 87.5 | — | |
| CAWNNSS=ind2026.05 | 86.95 | — | |
| CAWNNSS=hist2026.05 | 82.14 | — | |
| CTDG-SSMNSS=rnd2026.06 | — | 98.9 | |
| CTDG-SSMNSS=hist2026.06 | — | 98.2 | |
| CTDG-SSMNSS=ind2026.06 | — | 97.6 |