Dynamic Link Prediction on MOOC (transductive)
99.03APCTDG-SSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CTDG-SSMNSS=INS2026.06 | 99.03 | — | |
| CTDG-SSMNSS=ind2026.06 | 99.03 | — | |
| CTDG-SSMNSS=RNS2026.06 | 98.85 | — | |
| CTDG-SSMNSS=rnd2026.06 | 98.85 | — | |
| TPNetNegative Sampling Strategy=random2025.05 | 96.39 | — | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 95.37 | — | |
| CTDG-SSMNSS=HNS2026.06 | 94.76 | — | |
| CTDG-SSMNSS=hist2026.06 | 94.76 | — | |
| TIDFormerNegative Sampling Strategy=random2025.05 | 93.42 | — | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 92.76 | — | |
| TPNetNegative Sampling Strategy=historical2025.05 | 92.69 | — | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 92.19 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 91.24 | 91.89 | |
| DyG-MambaNSS=rnd2026.06 | 90.25 | — | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 89.61 | — | |
| FreeDyGNSS=rnd2026.06 | 89.61 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 89.21 | 89.58 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 89.15 | 91.21 | |
| TGNNegative Sampling Strategy=random2025.05 | 89.15 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 89.01 | 87.91 | |
| TFWaveFormerNSS=historical, Setting=Transductive2026.03 | 88.31 | — | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 88.18 | — | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 87.52 | — | |
| DyG-MambaNSS=hist2026.06 | 87.42 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 87.23 | 89.12 | |
| TGNNSS=historical, Setting=Transductive2026.03 | 87.06 | — | |
| TGNNegative Sampling Strategy=historical2025.05 | 87.06 | — | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 86.71 | — | |
| FreeDyGNSS=hist2026.06 | 86.71 | — | |
| DyGFormerNSS=historical, Setting=Transductive2026.03 | 85.85 | — | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 85.85 | — | |
| TGATNegative Sampling Strategy=random2025.05 | 85.84 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 84.71 | 85.4 | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 84.53 | — | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 84.35 | 85.78 | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 83.11 | — | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 83.01 | — | |
| FreeDyGNSS=ind2026.06 | 83.01 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 82.78 | 84.01 | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 82.78 | — | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 82.46 | — | |
| TGATNSS=historical, Setting=Transductive2026.03 | 82.19 | — | |
| TGATNegative Sampling Strategy=historical2025.05 | 82.19 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 81.97 | 85.03 | |
| DyRepNegative Sampling Strategy=random2025.05 | 81.97 | — | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 81.24 | — | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 81.24 | — | |
| DyG-MambaNSS=ind2026.06 | 81.19 | — | |
| FreeDyGNSS=historical, Setting=Transductive2026.03 | 80.59 | — | |
| JODIENegative Sampling Strategy=random2025.05 | 80.23 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 80.15 | 80.38 | |
| CAWNNegative Sampling Strategy=random2025.05 | 80.15 | — | |
| JODIENSS=historical, Setting=Transductive2026.03 | 78.94 | — | |
| JODIENegative Sampling Strategy=historical2025.05 | 78.94 | — | |
| GraphMixerNSS=historical, Setting=Transductive2026.03 | 77.77 | — | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 77.77 | — | |
| TGNNSS=inductive, Setting=Transductive2026.03 | 77.5 | — | |
| TGNNegative Sampling Strategy=inductive2025.05 | 77.5 | — | |
| TCLNSS=historical, Setting=Transductive2026.03 | 77.06 | — | |
| TGATNSS=inductive, Setting=Transductive2026.03 | 75.95 | — | |
| TGATNegative Sampling Strategy=inductive2025.05 | 75.95 | — | |
| DyRepNSS=historical, Setting=Transductive2026.03 | 75.6 | — | |
| DyRepNegative Sampling Strategy=historical2025.05 | 75.6 | — | |
| TCLNSS=inductive, Setting=Transductive2026.03 | 74.65 | — | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | 74.27 | — | |
| GraphMixerNegative Sampling Strategy=inductive2025.05 | 74.27 | — | |
| CAWNNSS=historical, Setting=Transductive2026.03 | 74.05 | — | |
| CAWNNegative Sampling Strategy=historical2025.05 | 74.05 | — | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | 73.7 | — | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | 73.51 | — | |
| CAWNNegative Sampling Strategy=inductive2025.05 | 73.51 | — | |
| JODIENSS=inductive, Setting=Transductive2026.03 | 65.23 | — | |
| JODIENegative Sampling Strategy=inductive2025.05 | 65.23 | — | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | 61.66 | — | |
| DyRepNegative Sampling Strategy=inductive2025.05 | 61.66 | — | |
| EdgeBankNSS=historical, Setting=Transductive2026.03 | 60.71 | — | |
| EdgebankNSS=hist2026.06 | 60.71 | — | |
| EdgebankNSS=rnd2026.06 | 57.97 | — | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 49.43 | — | |
| EdgebankNSS=ind2026.06 | 49.43 | — | |
| CAWNSampling Strategy=rnd2026.03 | — | 80.38 | |
| CAWNSampling Strategy=hist2026.03 | — | 71.57 | |
| CAWNSampling Strategy=ind2026.03 | — | 70.32 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | — | 80.48 | |
| CAWNNegative Sampling Scheme=HNS2026.06 | — | 71.74 | |
| CAWNNegative Sampling Scheme=INS2026.06 | — | 70.08 | |
| CTANNegative Sampling Scheme=RNS2026.06 | — | 85.4 | |
| CTANNegative Sampling Scheme=HNS2026.06 | — | 73.87 | |
| CTANNegative Sampling Scheme=INS2026.06 | — | 68.17 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | — | 99 | |
| CTDG-SSMNegative Sampling Scheme=HNS2026.06 | — | 95.22 | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | — | 99.08 | |
| DyGFormerSampling Strategy=rnd2026.03 | — | 87.91 | |
| DyGFormerSampling Strategy=hist2026.03 | — | 87.04 | |
| DyGFormerSampling Strategy=ind2026.03 | — | 80.76 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | — | 88.08 | |
| DyGFormerNegative Sampling Scheme=HNS2026.06 | — | 87.26 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | — | 80.78 | |
| DyGFormer+Sampling Strategy=rnd2026.03 | — | 86.93 | |
| DyGFormer+Sampling Strategy=hist2026.03 | — | 88.13 |