Dynamic link prediction on Canadian Parliament
97.36APDyGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 97.36 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 97 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 95.44 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 77.04 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 74.34 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 70.88 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 70.73 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 69.82 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 69.48 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 69.26 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 68.82 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 68.67 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 68.42 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.75 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 67.13 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 66.54 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 66.53 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 65.93 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.85 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.34 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 64.55 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 63.84 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 63.31 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 62.16 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 58.61 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 51.79 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 48.42 |