Dynamic Link Prediction on Wikipedia
99.03APDyGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 99.03 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.76 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.45 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 97.25 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 96.94 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 96.5 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 96.47 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 94.86 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 90.9 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 90.37 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 89.05 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 88.59 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 87.38 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 87 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 86.86 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 86.76 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 85.62 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 83.01 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 82.23 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 80.63 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 79.93 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 78.29 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.65 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 74.06 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 73.35 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 71.21 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 70.21 |