Transductive Dynamic Link Prediction on UCI (AUC)
96.86AUCTPNet+
Evaluation results
| Method | Links | |
|---|---|---|
| TPNet+Sampling Strategy=rnd2026.03 | 96.86 | |
| DSRDNSS=hist2026.05 | 96.86 | |
| TPNetSampling Strategy=rnd2026.03 | 96.79 | |
| TPNetNSS=rnd2026.05 | 96.06 | |
| DyGFormer+Sampling Strategy=rnd2026.03 | 95.22 | |
| PINTNSS=rnd2026.05 | 94.9 | |
| DyGFormerSampling Strategy=rnd2026.03 | 94.49 | |
| DSRDNSS=rnd2026.05 | 94.29 | |
| DyGFormerNSS=rnd2026.05 | 94.1 | |
| CAWNSampling Strategy=rnd2026.03 | 93.87 | |
| DSRDNSS=ind2026.05 | 93.24 | |
| CAWNNSS=rnd2026.05 | 92.25 | |
| PINTNSS=hist2026.05 | 92.1 | |
| TGNSampling Strategy=rnd2026.03 | 92.03 | |
| GraphMixerSampling Strategy=rnd2026.03 | 91.81 | |
| GraphMixerNSS=rnd2026.05 | 90.91 | |
| TCLSampling Strategy=rnd2026.03 | 87.82 | |
| NATNSS=rnd2026.05 | 87.56 | |
| TGNNSS=rnd2026.05 | 86.66 | |
| TCLNSS=rnd2026.05 | 84.15 | |
| TPNetNSS=hist2026.05 | 80.75 | |
| TPNet+Sampling Strategy=hist2026.03 | 80.5 | |
| GraphMixerNSS=hist2026.05 | 80.48 | |
| TPNetSampling Strategy=hist2026.03 | 80.42 | |
| PINTNSS=ind2026.05 | 80.07 | |
| DyGFormer+Sampling Strategy=hist2026.03 | 78.19 | |
| GraphMixerSampling Strategy=hist2026.03 | 77.54 | |
| TGATNSS=rnd2026.05 | 77.43 | |
| TGNSampling Strategy=hist2026.03 | 77.25 | |
| DyGFormerSampling Strategy=hist2026.03 | 76.97 | |
| EdgeBankNSS=rnd2026.05 | 76.67 | |
| GraphMixerNSS=ind2026.05 | 74.67 | |
| GraphMixerSampling Strategy=ind2026.03 | 74.59 | |
| JODIENSS=rnd2026.05 | 74.53 | |
| JODIENSS=hist2026.05 | 74.5 | |
| DyGFormerNSS=hist2026.05 | 74.25 | |
| TPNetNSS=ind2026.05 | 73.04 | |
| TCLSampling Strategy=hist2026.03 | 72.25 | |
| TPNet+Sampling Strategy=ind2026.03 | 71.62 | |
| TPNetSampling Strategy=ind2026.03 | 70.85 | |
| TCLSampling Strategy=ind2026.03 | 70.05 | |
| EdgeBankNSS=hist2026.05 | 68.53 | |
| TGNNSS=hist2026.05 | 67.8 | |
| NATNSS=hist2026.05 | 67.1 | |
| TGNNSS=ind2026.05 | 66.49 | |
| DyGFormer+Sampling Strategy=ind2026.03 | 66.09 | |
| DyGFormerSampling Strategy=ind2026.03 | 65.96 | |
| TGNSampling Strategy=ind2026.03 | 64.11 | |
| TCLNSS=ind2026.05 | 61.23 | |
| JODIENSS=ind2026.05 | 60.73 | |
| TCLNSS=hist2026.05 | 60.47 | |
| DyGFormerNSS=ind2026.05 | 59.99 | |
| EdgeBankNSS=ind2026.05 | 58.7 | |
| NATNSS=ind2026.05 | 58.54 | |
| TGATNSS=ind2026.05 | 58.46 | |
| TGATNSS=hist2026.05 | 58.25 | |
| CAWNSampling Strategy=ind2026.03 | 58.06 | |
| CAWNSampling Strategy=hist2026.03 | 57.86 | |
| CAWNNSS=ind2026.05 | 56.1 | |
| CAWNNSS=hist2026.05 | 53.31 | |
| DyRepNSS=ind2026.05 | 51.19 | |
| DyRepNSS=rnd2026.05 | 50.39 | |
| DyRepNSS=hist2026.05 | 38.58 |