Dynamic Link Prediction on Wikipedia historical NSS (inductive)
87.6APGraphMixer
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphMixerEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 87.6 | |
| TIDFormerEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 84.99 | |
| TGATEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 84.17 | |
| RepeatMixerEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 84.11 | |
| FreeDyGEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 82.78 | |
| TGNEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 81.76 | |
| DyGFormerEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 71.42 | |
| TPNetEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 71.28 | |
| JODIEEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 68.69 | |
| CAWNEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 67.27 | |
| DyRepEvaluation Setting=inductive, Negative Sampling Strategy=historical2025.05 | 62.18 |