Dynamic link prediction on Contact
98.29APDyGFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.29 | |
| DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 97.89 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 97.57 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 96.89 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 96.39 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 96.28 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 96.05 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.98 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.31 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 95.31 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 94.75 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 94.35 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 94.18 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 93.86 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 93.43 | |
| TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 93.42 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 93.36 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 93.05 | |
| JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 93.04 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 92.58 | |
| EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 92.58 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 92.44 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 91.92 | |
| TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 91.92 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 91.35 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 90.87 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 90.26 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 90.18 | |
| GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 89.34 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 89.31 | |
| GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 89.28 | |
| TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 89.01 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 88.81 | |
| CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 87.26 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 85.2 | |
| DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.11 | 84.66 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 84.16 |