Dynamic Link Prediction on UN Vote
84.89APEdgeBank
Evaluation Results
| Method | Links | |
|---|---|---|
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 84.89 | |
| GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 83.09 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 70.02 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 69.37 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 69.3 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.79 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.63 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.53 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 66.3 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 65.72 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 63.91 | |
| JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 63.12 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 62.81 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 60.84 | |
| DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 60.17 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 58.49 | |
| EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 58.49 | |
| TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 57.15 | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 55.55 | |
| DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 53.13 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 52.96 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 52.89 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 52.84 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 52.3 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 52.21 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 52.19 | |
| TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 52.13 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 52.11 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 51.91 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 51.9 | |
| CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 51.82 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 51.6 | |
| GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 51.45 | |
| TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 51.35 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 51.26 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 51.2 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 50.62 |