Dynamic Link Detection on Enron
96.31APSI-VGRNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SI-VGRNN2019.08 | 96.31 | 95.03 | |
| VGRNN2019.08 | 95.17 | 94.41 | |
| SI-VGRNN2019.08 | 94.44 | 93.93 | |
| GRNN2019.08 | 93.47 | 91.09 | |
| VGRNN2019.08 | 93.29 | 93.1 | |
| DynAERNN2019.08 | 93.16 | 91.71 | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 92.47 | — | |
| VGAE2019.08 | 89.95 | 88.26 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 89.56 | — | |
| DynAERNN2019.08 | 89.37 | 87.43 | |
| SI-VGRNN2019.08 | 87.88 | 88.6 | |
| VGRNN2019.08 | 87.57 | 88.43 | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 86.53 | — | |
| DynAE2019.08 | 86.3 | 84.06 | |
| DynRNN2019.08 | 85.61 | 86.41 | |
| DynAERNN2019.08 | 85.16 | 83.77 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 84.77 | — | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 83.53 | — | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 82.38 | — | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 82.25 | — | |
| DynRNN2019.08 | 81.85 | 77.74 | |
| DynRNN2019.08 | 80.96 | 83.2 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 79.7 | — | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 77.98 | — | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 77.41 | — | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 76.53 | — | |
| DynAE2019.08 | 76 | 74.22 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 75.63 | — | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.15 | — | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.01 | — | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 73.91 | — | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 73.89 | — | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 71.29 | — | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 71.19 | — | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 71.12 | — | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 70.89 | — | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 70.66 | — | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 69.85 | — | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 68.96 | — | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 67.79 | — | |
| DynAE2019.08 | 66.5 | 66.1 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 64.73 | — | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 64.07 | — | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 63.94 | — | |
| CAWNNegative Sampling Strategy=historical2026.03 | — | 65.1 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | — | 75.17 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | — | 76.55 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | — | 74.07 | |
| DyRepNegative Sampling Strategy=historical2026.03 | — | 74.69 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | — | 68.73 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | — | 79.59 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | — | 75 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | — | 75.74 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | — | 77.27 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | — | 75.27 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | — | 71.53 | |
| JODIENegative Sampling Strategy=historical2026.03 | — | 75.39 | |
| JODIENegative Sampling Strategy=inductive2026.03 | — | 70.92 | |
| TCLNegative Sampling Strategy=historical2026.03 | — | 67.95 | |
| TCLNegative Sampling Strategy=inductive2026.03 | — | 67.64 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | — | 80.3 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | — | 85.34 | |
| TGATNegative Sampling Strategy=historical2026.03 | — | 61.85 | |
| TGATNegative Sampling Strategy=inductive2026.03 | — | 60.45 | |
| TGNNegative Sampling Strategy=historical2026.03 | — | 77.09 | |
| TGNNegative Sampling Strategy=inductive2026.03 | — | 71.34 |