Dynamic Link Prediction on Reddit
99.22APDyGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 99.22 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 99.11 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.63 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.52 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.31 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.22 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 97.53 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 97.31 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 94.86 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 91.67 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 91.11 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 89.59 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 88.1 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 87.45 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 86.98 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 86.3 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 85.48 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 85.26 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 81.57 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 81.22 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 80.82 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 80.03 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 79.83 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 79.55 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 78.44 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 77.14 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 73.59 |