Link Prediction on Wikipedia (inductive)
99.04APCoDCL
Evaluation Results
| Method | Links | |
|---|---|---|
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 99.04 | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | 98.97 | |
| TIDFormerNegative Sampling Strategy=Random2026.05 | 98.93 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 98.91 | |
| RepeatMixerNegative Sampling Strategy=Random2026.05 | 98.7 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 98.66 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 98.59 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 98.56 | |
| CAWsetting=inductive2022.09 | 98.52 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 98.48 | |
| PINTsetting=inductive, relative positional features=true2022.09 | 98.38 | |
| CNENNegative Sampling Strategy=Random2026.05 | 98.37 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 98.36 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 98.24 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 98.24 | |
| TGNEvaluation Protocol=Baseline2026.01 | 97.83 | |
| TGNNegative Sampling Strategy=Random2026.05 | 97.83 | |
| TGN-Attsetting=inductive2022.09 | 97.81 | |
| PINTsetting=inductive, relative positional features=false2022.09 | 97.81 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 96.65 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 96.65 | |
| TCLEvaluation Protocol=Baseline2026.01 | 96.22 | |
| TGATNegative Sampling Strategy=Random2026.05 | 96.22 | |
| TCLNegative Sampling Strategy=Random2026.05 | 96.22 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 94.82 | |
| TGATsetting=inductive2022.09 | 93.99 | |
| Jodiesetting=inductive2022.09 | 93.11 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 92.43 | |
| DyRepsetting=inductive2022.09 | 92.05 | |
| GATsetting=inductive2022.09 | 91.27 | |
| GraphSAGEsetting=inductive2022.09 | 91.09 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 87.6 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 87.6 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 85.67 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 85.67 | |
| TIDFormerNegative Sampling Strategy=Historical2026.05 | 84.99 | |
| TIDFormerNegative Sampling Strategy=Inductive2026.05 | 84.99 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 84.17 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 84.17 | |
| RepeatMixerNegative Sampling Strategy=Historical2026.05 | 84.11 | |
| RepeatMixerNegative Sampling Strategy=Inductive2026.05 | 84.1 | |
| TCLNegative Sampling Strategy=Historical2026.05 | 82.2 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 82.2 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 81.77 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 81.76 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 71.42 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 71.42 | |
| CNENNegative Sampling Strategy=Inductive2026.05 | 70.73 | |
| CNENNegative Sampling Strategy=Historical2026.05 | 70.7 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 67.27 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 67.24 |