Transductive Dynamic Link Prediction on Wikipedia
99.74AUC ROCDSRD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DSRDNSS=rnd2026.05 | 99.74 | — | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 99.36 | — | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 99.33 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 99.31 | 99.33 | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 99.2 | 99.23 | |
| TPNetNSS=rnd2026.05 | 99.1 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 99.08 | 99.15 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 99.08 | — | |
| CTDG-SSMNegative Sampling Scheme=HNS2026.06 | 99.02 | — | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 98.92 | — | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 98.91 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 98.91 | 98.82 | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 98.84 | 99.07 | |
| CAWNNegative Sampling Strategy=random2023.03 | 98.54 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 98.54 | 98.76 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 98.54 | — | |
| TGNNegative Sampling Strategy=random2023.03 | 98.37 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 98.37 | 98.45 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 98.37 | — | |
| DyGFormerNSS=rnd2026.05 | 98.36 | — | |
| PINTNSS=rnd2026.05 | 97.88 | — | |
| CAWNNSS=rnd2026.05 | 97.74 | — | |
| NATNSS=rnd2026.05 | 97.61 | — | |
| TCLNegative Sampling Scheme=RNS2026.06 | 97.27 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 97 | 96.61 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 97 | — | |
| GraphMixerNegative Sampling Strategy=random2023.03 | 96.92 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 96.92 | 97.25 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 96.89 | — | |
| TGATNegative Sampling Strategy=random2023.03 | 96.67 | — | |
| TGATNegative Sampling Scheme=RNS2026.06 | 96.6 | — | |
| JODIENegative Sampling Scheme=RNS2026.06 | 96.36 | — | |
| JODIENegative Sampling Strategy=random2023.03 | 96.33 | — | |
| GraphMixerNSS=rnd2026.05 | 95.85 | — | |
| TCLNegative Sampling Strategy=random2023.03 | 95.84 | — | |
| TGNNSS=rnd2026.05 | 95.84 | — | |
| CTANNegative Sampling Scheme=HNS2026.06 | 95.43 | — | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 94.43 | — | |
| DyRepNegative Sampling Strategy=random2023.03 | 94.37 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 94.37 | 94.86 | |
| JODIENSS=rnd2026.05 | 93.8 | — | |
| CTANNegative Sampling Scheme=INS2026.06 | 93.67 | — | |
| DyRepNSS=rnd2026.05 | 92.79 | — | |
| DSRDNSS=hist2026.05 | 92.4 | — | |
| EdgeBankNSS=rnd2026.05 | 91.5 | — | |
| TCLNSS=rnd2026.05 | 91.14 | — | |
| EdgeBankNegative Sampling Strategy=random2023.03 | 90.78 | — | |
| TGATNSS=rnd2026.05 | 90.6 | — | |
| PINTNSS=hist2026.05 | 90.19 | — | |
| GraphMixerNSS=hist2026.05 | 87.89 | — | |
| GraphMixerNegative Sampling Strategy=historical2023.03 | 87.68 | — | |
| GraphMixerNegative Sampling Scheme=HNS2026.06 | 87.47 | — | |
| TCLNegative Sampling Strategy=historical2023.03 | 85.76 | — | |
| TCLNegative Sampling Scheme=HNS2026.06 | 85.55 | — | |
| TGNNSS=hist2026.05 | 84.94 | — | |
| TGNNSS=ind2026.05 | 84.5 | — | |
| GraphMixerNegative Sampling Strategy=inductive2023.03 | 84.28 | — | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 84.2 | — | |
| DSRDNSS=ind2026.05 | 84.14 | — | |
| JODIENSS=hist2026.05 | 84.05 | — | |
| EdgeBankNSS=ind2026.05 | 83.99 | — | |
| TPNetNSS=hist2026.05 | 83.52 | — | |
| TGNNegative Sampling Scheme=HNS2026.06 | 83.28 | — | |
| TGATNegative Sampling Strategy=historical2023.03 | 82.87 | — | |
| TGATNegative Sampling Scheme=HNS2026.06 | 82.83 | — | |
| TGNNegative Sampling Strategy=historical2023.03 | 82.74 | — | |
| GraphMixerNSS=ind2026.05 | 82.57 | — | |
| TCLNegative Sampling Strategy=inductive2023.03 | 82.19 | — | |
| TGATNegative Sampling Strategy=inductive2023.03 | 81.93 | — | |
| EdgeBankNegative Sampling Strategy=inductive2023.03 | 81.73 | — | |
| DyRepNSS=hist2026.05 | 81.6 | — | |
| TGATNegative Sampling Scheme=INS2026.06 | 81.54 | — | |
| PINTNSS=ind2026.05 | 81.41 | — | |
| TCLNSS=hist2026.05 | 81.25 | — | |
| TGNNegative Sampling Scheme=INS2026.06 | 81.21 | — | |
| TGNNegative Sampling Strategy=inductive2023.03 | 80.97 | — | |
| TPNetNSS=ind2026.05 | 80.89 | — | |
| JODIENegative Sampling Strategy=historical2023.03 | 80.77 | — | |
| JODIENegative Sampling Scheme=HNS2026.06 | 80.71 | — | |
| TGATNSS=hist2026.05 | 80.1 | — | |
| EdgeBankNSS=hist2026.05 | 79.71 | — | |
| TCLNSS=ind2026.05 | 79.44 | — | |
| DyGmambaNegative Sampling Scheme=HNS2026.06 | 78.99 | — | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 78.8 | — | |
| CAWNNSS=ind2026.05 | 78.17 | — | |
| TGATNSS=ind2026.05 | 77.98 | — | |
| DyRepNegative Sampling Strategy=historical2023.03 | 77.74 | — | |
| DyRepNegative Sampling Scheme=HNS2026.06 | 77.49 | — | |
| JODIENSS=ind2026.05 | 77.31 | — | |
| EdgeBankNegative Sampling Strategy=historical2023.03 | 77.27 | — | |
| DyGFormerNSS=hist2026.05 | 77.14 | — | |
| DyRepNSS=ind2026.05 | 75.64 | — | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 75.64 | — | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 75.09 | — | |
| NATNSS=hist2026.05 | 74.82 | — | |
| TCLNegative Sampling Scheme=INS2026.06 | 73.51 | — | |
| CAWNNSS=hist2026.05 | 73.16 | — | |
| DyGFormerNegative Sampling Scheme=HNS2026.06 | 72.78 | — | |
| DyGFormerNSS=ind2026.05 | 71.53 | — | |
| JODIENegative Sampling Strategy=inductive2023.03 | 70.96 | — |