Dynamic Link Prediction on LastFM
93APDyGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 93 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 86.99 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 81.57 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 79.29 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 77.07 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 76.87 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 75.61 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.49 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 74.92 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 74.35 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 73.97 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 73.42 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 73.03 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 72.47 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 71.92 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 71.59 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 71.13 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 70.85 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 69.86 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 68.12 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.48 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 67.27 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.95 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 64.41 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 62.67 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 59.3 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 58.21 |