Dynamic Link Prediction on UN Trade
81.32APEdgeBank
Evaluation Results
| Method | Links | |
|---|---|---|
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 81.32 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 72.97 | |
| GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 71.54 | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 66.46 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 65.39 | |
| JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 65.26 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 65.03 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 64.94 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 64.41 | |
| DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 63.67 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 63.21 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 62.61 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 62.54 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 62.21 | |
| CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 61.76 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 61.47 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 61.39 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 61.06 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 61.04 | |
| TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 60.9 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 60.61 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 60.42 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 60.41 | |
| EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 60.41 | |
| TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 60.2 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 60.19 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 60.15 | |
| TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 59.97 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 59.19 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 58.44 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 57.05 | |
| DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 57.04 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 55.9 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 55.79 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 55.74 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 55.71 | |
| GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 54.19 |