Link Prediction on MOOC (transductive)
97.01APDiffDyG
Evaluation Results
| Method | Links | |
|---|---|---|
| DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop2026.05 | 97.01 | |
| CNENSetting=Transductive, Negative Sampling=Random2026.05 | 94.18 | |
| TIDFormerSetting=Transductive, Negative Sampling=Random2026.05 | 93.42 | |
| RepeatMixerSetting=Transductive, Negative Sampling=Random2026.05 | 92.76 | |
| CoDCLBackbone=FreeDyG2026.01 | 89.17 | |
| TGN2026.01 | 89.15 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.05 | 89.15 | |
| FreeDyGVariant=Backbone2026.01 | 88.82 | |
| CoDCLBackbone=DyGFormer2026.01 | 87.84 | |
| DyGFormerVariant=Backbone2026.01 | 87.23 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.05 | 86.48 | |
| TGATSetting=Transductive, Negative Sampling=Random2026.05 | 85.84 | |
| CoDCLBackbone=CorDGT2026.01 | 85.12 | |
| CorDGTVariant=Backbone2026.01 | 84.35 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.05 | 82.78 | |
| GraphMixer2026.01 | 82.73 | |
| TCL2026.01 | 82.38 | |
| TCLSetting=Transductive, Negative Sampling=Random2026.05 | 82.38 | |
| DyRep2026.01 | 81.97 | |
| JODIE2026.01 | 80.23 | |
| CAWN2026.01 | 80.15 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.05 | 80.15 | |
| EdgeBankSetting=Transductive, Negative Sampling=Random2026.05 | 57.97 |