Dynamic Link Prediction on Social Evo. (transductive)
98.88APCTDG-SSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CTDG-SSMNSS=INS2026.06 | 98.88 | — | |
| CTDG-SSMNSS=ind2026.06 | 98.88 | — | |
| CTDG-SSMNSS=RNS2026.06 | 98.65 | — | |
| CTDG-SSMNSS=rnd2026.06 | 98.65 | — | |
| CTDG-SSMNSS=HNS2026.06 | 98.2 | — | |
| CTDG-SSMNSS=hist2026.06 | 98.2 | — | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 97.79 | — | |
| DyG-MambaNSS=ind2026.06 | 97.78 | — | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 97.7 | — | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 97.68 | — | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 97.57 | — | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 97.52 | — | |
| FreeDyGNSS=ind2026.06 | 97.5 | — | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 97.4 | — | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 97.39 | — | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 97.38 | — | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 97.35 | — | |
| DyG-MambaNSS=hist2026.06 | 97.35 | — | |
| TPNetNegative Sampling Strategy=historical2025.05 | 96.8 | — | |
| TGNNegative Sampling Strategy=inductive2025.05 | 95.13 | — | |
| TGATNegative Sampling Strategy=historical2025.05 | 95.01 | — | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 94.93 | — | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 94.91 | — | |
| FreeDyGNSS=rnd2026.06 | 94.91 | — | |
| TGATNegative Sampling Strategy=inductive2025.05 | 94.84 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 94.77 | 96.38 | |
| DyG-MambaNSS=rnd2026.06 | 94.77 | — | |
| TIDFormerNegative Sampling Strategy=random2025.05 | 94.76 | — | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 94.73 | — | |
| TPNetNegative Sampling Strategy=random2025.05 | 94.73 | — | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 94.72 | — | |
| GraphMixerNegative Sampling Strategy=inductive2025.05 | 94.72 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 94.65 | 96.38 | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 94.54 | 96.32 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 94.53 | 96.3 | |
| TGNNegative Sampling Strategy=historical2025.05 | 94.45 | — | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 93.81 | 95.48 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 93.57 | 95.39 | |
| TGNNegative Sampling Strategy=random2025.05 | 93.57 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 93.37 | 95.23 | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 93.37 | — | |
| DyRepNegative Sampling Strategy=historical2025.05 | 93.29 | — | |
| DyRepNegative Sampling Strategy=inductive2025.05 | 93.28 | — | |
| TGATNegative Sampling Strategy=random2025.05 | 93.16 | — | |
| JODIENegative Sampling Strategy=random2025.05 | 89.89 | — | |
| JODIENegative Sampling Strategy=inductive2025.05 | 89.82 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 88.87 | 90.76 | |
| DyRepNegative Sampling Strategy=random2025.05 | 88.87 | — | |
| CAWNNegative Sampling Strategy=inductive2025.05 | 88.32 | — | |
| JODIENegative Sampling Strategy=historical2025.05 | 87.44 | — | |
| CAWNNegative Sampling Strategy=historical2025.05 | 85.53 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 84.96 | 87.34 | |
| CAWNNegative Sampling Strategy=random2025.05 | 84.96 | — | |
| EdgebankNSS=ind2026.06 | 83.69 | — | |
| EdgebankNSS=hist2026.06 | 80.57 | — | |
| FreeDyGNSS=hist2026.06 | 77.79 | — | |
| EdgebankNSS=rnd2026.06 | 74.95 | — | |
| CAWNNegative Sampling Scheme=RNS2026.06 | — | 87.34 | |
| CAWNNegative Sampling Scheme=HNS2026.06 | — | 87.61 | |
| CAWNNegative Sampling Scheme=INS2026.06 | — | 90.1 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | — | 99.1 | |
| CTDG-SSMNegative Sampling Scheme=HNS2026.06 | — | 98.89 | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | — | 99.24 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | — | 96.25 | |
| DyGFormerNegative Sampling Scheme=HNS2026.06 | — | 97.16 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | — | 95.01 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | — | 96.38 | |
| DyGmambaNegative Sampling Scheme=HNS2026.06 | — | 97.27 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | — | 97.37 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | — | 90.37 | |
| DyRepNegative Sampling Scheme=HNS2026.06 | — | 92.81 | |
| DyRepNegative Sampling Scheme=INS2026.06 | — | 92.77 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | — | 95.21 | |
| GraphMixerNegative Sampling Scheme=HNS2026.06 | — | 94.65 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | — | 94.5 | |
| JODIENegative Sampling Scheme=RNS2026.06 | — | 92.13 | |
| JODIENegative Sampling Scheme=HNS2026.06 | — | 91.83 | |
| JODIENegative Sampling Scheme=INS2026.06 | — | 91.81 | |
| TCLNegative Sampling Scheme=RNS2026.06 | — | 95.45 | |
| TCLNegative Sampling Scheme=HNS2026.06 | — | 95.03 | |
| TCLNegative Sampling Scheme=INS2026.06 | — | 95.13 | |
| TGATNegative Sampling Scheme=RNS2026.06 | — | 94.93 | |
| TGATNegative Sampling Scheme=HNS2026.06 | — | 93.63 | |
| TGATNegative Sampling Scheme=INS2026.06 | — | 93.54 | |
| TGNNegative Sampling Scheme=RNS2026.06 | — | 95.31 | |
| TGNNegative Sampling Scheme=HNS2026.06 | — | 94.27 | |
| TGNNegative Sampling Scheme=INS2026.06 | — | 94.86 |