Link Prediction on Wikipedia (transductive)
99.57APDiffDyG
Evaluation Results
| Method | Links | |
|---|---|---|
| DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop + 5 second-hop2026.05 | 99.57 | |
| CoDCLBackbone=FreeDyG2026.01 | 99.31 | |
| TIDFormerSetting=Transductive, Negative Sampling=Random2026.05 | 99.3 | |
| FreeDyGVariant=Backbone2026.01 | 99.23 | |
| RepeatMixerSetting=Transductive, Negative Sampling=Random2026.05 | 99.16 | |
| CoDCLBackbone=CorDGT2026.01 | 99.14 | |
| CNENSetting=Transductive, Negative Sampling=Random2026.05 | 99.09 | |
| CorDGTVariant=Backbone2026.01 | 99.05 | |
| CoDCLBackbone=DyGFormer2026.01 | 99.02 | |
| DyGFormerVariant=Backbone2026.01 | 98.82 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.05 | 98.81 | |
| PINTsetting=transductive, relative positional features=true2022.09 | 98.78 | |
| CAWN2026.01 | 98.76 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.05 | 98.76 | |
| CAWsetting=transductive2022.09 | 98.63 | |
| TGN-Attsetting=transductive2022.09 | 98.46 | |
| TGN2026.01 | 98.45 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.05 | 98.45 | |
| PINTsetting=transductive, relative positional features=false2022.09 | 98.43 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.05 | 97.25 | |
| GraphMixer2026.01 | 97.17 | |
| TGATSetting=Transductive, Negative Sampling=Random2026.05 | 96.94 | |
| JODIE2026.01 | 96.5 | |
| TCL2026.01 | 96.47 | |
| TCLSetting=Transductive, Negative Sampling=Random2026.05 | 96.47 | |
| TGATsetting=transductive2022.09 | 95.34 | |
| DyRep2026.01 | 94.86 | |
| GATsetting=transductive2022.09 | 94.73 | |
| Jodiesetting=transductive2022.09 | 94.62 | |
| DyRepsetting=transductive2022.09 | 94.59 | |
| GraphSAGEsetting=transductive2022.09 | 93.56 | |
| EdgeBankSetting=Transductive, Negative Sampling=Random2026.05 | 90.37 |