Dynamic Link Prediction on US Legislature
86.88APDyRep
Evaluation results
| Method | Links | |
|---|---|---|
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 86.88 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 85.3 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 83.44 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 81.65 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 81.25 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 80.53 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 79.63 | |
| GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 79.21 | |
| JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 78.45 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 78.15 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 75.99 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 75.34 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 75.05 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 74 | |
| DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 72.42 | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 71.11 | |
| TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 70.91 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 70.74 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 70.58 | |
| GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 70.16 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 69.59 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 68.82 | |
| DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 68.72 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 68.52 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.57 | |
| CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 66.16 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.81 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 64.74 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 63.22 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 62.14 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 61.91 | |
| TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 61.36 | |
| TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 60.38 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 58.39 | |
| EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 58.39 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 51.71 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 50.27 |