Dynamic Link Prediction on Reddit (transductive)
99.86APTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 99.86 | — | |
| CTDG-SSMNSS=INS2026.06 | 99.58 | — | |
| CTDG-SSMNSS=ind2026.06 | 99.58 | — | |
| CTDG-SSMNSS=RNS2026.06 | 99.53 | — | |
| CTDG-SSMNSS=rnd2026.06 | 99.53 | — | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 99.48 | — | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 99.48 | — | |
| FreeDyGNSS=rnd2026.06 | 99.48 | — | |
| TIDFormerNegative Sampling Strategy=random2025.05 | 99.38 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 99.32 | 99.29 | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 99.31 | 99.27 | |
| TPNetNegative Sampling Strategy=random2025.05 | 99.27 | — | |
| DyG-MambaNSS=rnd2026.06 | 99.27 | — | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 99.22 | — | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 99.22 | — | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 99.22 | — | |
| DyGFormerNSS=RNS2026.06 | 99.22 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 99.21 | 99.19 | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 99.18 | 99.12 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 99.11 | 99.01 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 99.11 | 99.15 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 99.11 | — | |
| CAWNNegative Sampling Strategy=random2025.05 | 99.11 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 98.63 | 98.6 | |
| TGNNegative Sampling Strategy=Random2026.05 | 98.63 | — | |
| TGNNegative Sampling Strategy=random2025.05 | 98.63 | — | |
| TGATNegative Sampling Strategy=Random2026.05 | 98.52 | — | |
| TGATNegative Sampling Strategy=random2025.05 | 98.52 | — | |
| JODIENegative Sampling Strategy=Random2026.05 | 98.31 | — | |
| JODIENegative Sampling Strategy=random2025.05 | 98.31 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 98.22 | 98.17 | |
| DyRepNegative Sampling Strategy=Random2026.05 | 98.22 | — | |
| DyRepNegative Sampling Strategy=random2025.05 | 98.22 | — | |
| CTDG-SSMNSS=HNS2026.06 | 97.55 | — | |
| CTDG-SSMNSS=hist2026.06 | 97.55 | — | |
| TCLNegative Sampling Strategy=Random2026.05 | 97.53 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 97.31 | 97.17 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 97.31 | — | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 97.31 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 97.21 | 97.24 | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 94.86 | — | |
| EdgebankNSS=rnd2026.06 | 94.86 | — | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 92.37 | — | |
| DyG-MambaNSS=ind2026.06 | 91.77 | — | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 91.67 | — | |
| CAWNNegative Sampling Strategy=inductive2025.05 | 91.67 | — | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 91.57 | — | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 91.11 | — | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 91.11 | — | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 91.11 | — | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 90.74 | — | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 90.74 | — | |
| FreeDyGNSS=ind2026.06 | 90.74 | — | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 89.59 | — | |
| TGATNegative Sampling Strategy=inductive2025.05 | 89.59 | — | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 88.19 | — | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 88.1 | — | |
| TGNNegative Sampling Strategy=inductive2025.05 | 88.1 | — | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 87.45 | — | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 86.98 | — | |
| JODIENegative Sampling Strategy=inductive2025.05 | 86.98 | — | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | 86.3 | — | |
| DyRepNegative Sampling Strategy=inductive2025.05 | 86.3 | — | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 85.67 | — | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 85.67 | — | |
| FreeDyGNSS=hist2026.06 | 85.67 | — | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 85.48 | — | |
| EdgebankNSS=ind2026.06 | 85.48 | — | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 85.26 | — | |
| GraphMixerNegative Sampling Strategy=inductive2025.05 | 85.26 | — | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 84.44 | — | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 83.27 | — | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 83.02 | — | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 81.57 | — | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 81.57 | — | |
| TGNNegative Sampling Strategy=Historical2026.05 | 81.22 | — | |
| TGNNegative Sampling Strategy=historical2025.05 | 81.22 | — | |
| TPNetNegative Sampling Strategy=historical2025.05 | 81.02 | — | |
| DyG-MambaNSS=hist2026.06 | 81.02 | — | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 80.82 | — | |
| CAWNNegative Sampling Strategy=historical2025.05 | 80.82 | — | |
| JODIENegative Sampling Strategy=Historical2026.05 | 80.03 | — | |
| JODIENegative Sampling Strategy=historical2025.05 | 80.03 | — | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 79.83 | — | |
| DyRepNegative Sampling Strategy=historical2025.05 | 79.83 | — | |
| TGATNegative Sampling Strategy=Historical2026.05 | 79.55 | — | |
| TGATNegative Sampling Strategy=historical2025.05 | 79.55 | — | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 78.44 | — | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 78.44 | — | |
| TCLNegative Sampling Strategy=Historical2026.05 | 77.14 | — | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 73.59 | — | |
| EdgebankNSS=hist2026.06 | 73.59 | — | |
| CAWNNegative Sampling Scheme=RNS2026.06 | — | 99.02 | |
| CAWNNegative Sampling Scheme=HNS2026.06 | — | 80.42 | |
| CAWNNegative Sampling Scheme=INS2026.06 | — | 88.19 | |
| CTANNegative Sampling Scheme=RNS2026.06 | — | 97.24 | |
| CTANNegative Sampling Scheme=HNS2026.06 | — | 90.63 | |
| CTANNegative Sampling Scheme=INS2026.06 | — | 91.42 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | — | 99.48 | |
| CTDG-SSMNegative Sampling Scheme=HNS2026.06 | — | 97.49 |