Dynamic Link Prediction on LastFM (transductive)
96.87APTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 96.87 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 94.64 | 94.52 | |
| TIDFormerNegative Sampling Strategy=random2025.05 | 94.6 | — | |
| TPNetNegative Sampling Strategy=random2025.05 | 94.5 | — | |
| DyG-MambaNSS=rnd2026.06 | 94.23 | — | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 94.14 | — | |
| CTDG-SSMNSS=INS2026.06 | 93.81 | — | |
| CTDG-SSMNSS=ind2026.06 | 93.81 | — | |
| CTDG-SSMNSS=RNS2026.06 | 93.4 | — | |
| CTDG-SSMNSS=rnd2026.06 | 93.4 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 93.35 | 93.31 | |
| DyGmambaNSS=RNS2026.06 | 93.35 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 93 | 93.05 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 93 | — | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 93 | — | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 92.23 | 92.37 | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 92.15 | — | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 92.15 | — | |
| FreeDyGNSS=rnd2026.06 | 92.15 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 90.74 | 89.56 | |
| CTDG-SSMNSS=HNS2026.06 | 88.91 | — | |
| CTDG-SSMNSS=hist2026.06 | 88.91 | — | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 88.68 | — | |
| TPNetNegative Sampling Strategy=historical2025.05 | 87.74 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 86.99 | 85.92 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 86.99 | — | |
| CAWNNegative Sampling Strategy=random2025.05 | 86.99 | — | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 86.73 | — | |
| CAWNNSS=RNS2026.06 | 86.6 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 86.44 | 85.12 | |
| CTANNSS=RNS2026.06 | 86.44 | — | |
| TFWaveFormerNSS=historical, Setting=Transductive2026.03 | 84.8 | — | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 84.52 | — | |
| DyG-MambaNSS=hist2026.06 | 84.08 | — | |
| FreeDyGNSS=historical, Setting=Transductive2026.03 | 83.41 | — | |
| DyGmambaNSS=HNS2026.06 | 83.02 | — | |
| CTANNSS=HNS2026.06 | 82.29 | — | |
| DyGFormerNSS=historical, Setting=Transductive2026.03 | 81.57 | — | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 81.57 | — | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 81.57 | — | |
| DyGFormerNSS=RNS2026.06 | 81.51 | — | |
| DyGFormerNSS=HNS2026.06 | 81.51 | — | |
| CTANNSS=INS2026.06 | 80.06 | — | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 79.71 | — | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 79.71 | — | |
| FreeDyGNSS=hist2026.06 | 79.71 | — | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 79.29 | — | |
| EdgebankNSS=rnd2026.06 | 79.29 | — | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 77.99 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 77.07 | 78.47 | |
| TGNNegative Sampling Strategy=Random2026.05 | 77.07 | — | |
| TGNNegative Sampling Strategy=random2025.05 | 77.07 | — | |
| TGNNSS=historical, Setting=Transductive2026.03 | 76.87 | — | |
| TGNNegative Sampling Strategy=Historical2026.05 | 76.87 | — | |
| TGNNegative Sampling Strategy=historical2025.05 | 76.87 | — | |
| TCLNSS=RNS2026.06 | 76.62 | — | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 75.69 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 75.61 | 73.53 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 75.61 | — | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 75.61 | — | |
| GraphMixerNSS=RNS2026.06 | 75.56 | — | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 75.52 | — | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 75.49 | — | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 75.49 | — | |
| EdgebankNSS=ind2026.06 | 75.49 | — | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 75.46 | — | |
| TGNNSS=RNS2026.06 | 75.31 | — | |
| DyG-MambaNSS=ind2026.06 | 75.05 | — | |
| TGNNSS=HNS2026.06 | 75.03 | — | |
| DyRepNSS=historical, Setting=Transductive2026.03 | 74.92 | — | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 74.92 | — | |
| DyRepNegative Sampling Strategy=historical2025.05 | 74.92 | — | |
| JODIENSS=HNS2026.06 | 74.38 | — | |
| JODIENSS=historical, Setting=Transductive2026.03 | 74.35 | — | |
| JODIENegative Sampling Strategy=Historical2026.05 | 74.35 | — | |
| JODIENegative Sampling Strategy=historical2025.05 | 74.35 | — | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 74.01 | — | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 73.97 | — | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 73.97 | — | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 73.97 | — | |
| DyGmambaNSS=INS2026.06 | 73.63 | — | |
| TGATNegative Sampling Strategy=Random2026.05 | 73.42 | — | |
| TGATNegative Sampling Strategy=random2025.05 | 73.42 | — | |
| TGATNSS=RNS2026.06 | 73.3 | — | |
| EdgeBankNSS=historical, Setting=Transductive2026.03 | 73.03 | — | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 73.03 | — | |
| EdgebankNSS=hist2026.06 | 73.03 | — | |
| DyGFormerNSS=INS2026.06 | 72.6 | — | |
| GraphMixerNSS=historical, Setting=Transductive2026.03 | 72.47 | — | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 72.47 | — | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 72.47 | — | |
| GraphMixerNSS=HNS2026.06 | 72.28 | — | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 72.19 | — | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 72.19 | — | |
| FreeDyGNSS=ind2026.06 | 72.19 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 71.92 | 71.16 | |
| DyRepNegative Sampling Strategy=Random2026.05 | 71.92 | — | |
| DyRepNegative Sampling Strategy=random2025.05 | 71.92 | — | |
| DyRepNSS=RNS2026.06 | 71.85 | — | |
| DyRepNSS=HNS2026.06 | 71.85 | — |