Dynamic Link Prediction on UCI
95.79APDyGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.79 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.18 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 93.25 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 92.34 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 89.57 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 89.43 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 84.11 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 82.17 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 80.43 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 80.25 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 80.1 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 79.63 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 76.2 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 76.01 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 75.24 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 72.25 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 70.94 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 68.67 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 68.27 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.99 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 65.5 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 65.3 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 65.14 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 64.61 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 57.43 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 55.1 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 54.79 |