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ResearchFormerly WizWand

Dynamic Link Detection on Enron

96.31APSI-VGRNN
62.645271.385180.12588.8649Aug 26, 2019Mar 30, 2020Nov 3, 2020Jun 8, 2021Jan 12, 2022Aug 17, 2022Mar 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SI-VGRNN2019.0896.3195.03
VGRNN2019.0895.1794.41
SI-VGRNN2019.0894.4493.93
GRNN2019.0893.4791.09
VGRNN2019.0893.2993.1
DynAERNN2019.0893.1691.71
DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0392.47—
VGAE2019.0889.9588.26
CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0389.56—
DynAERNN2019.0889.3787.43
SI-VGRNN2019.0887.8888.6
VGRNN2019.0887.5788.43
TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0386.53—
DynAE2019.0886.384.06
DynRNN2019.0885.6186.41
DynAERNN2019.0885.1683.77
JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.0384.77—
EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0383.53—
DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0382.38—
GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0382.25—
DynRNN2019.0881.8577.74
DynRNN2019.0880.9683.2
TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0379.7—
GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0377.98—
DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0377.41—
EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0376.53—
DynAE2019.087674.22
DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0375.63—
CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0375.15—
GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0375.01—
TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0373.91—
EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0373.89—
TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0371.29—
DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0371.19—
TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0371.12—
TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0370.89—
TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0370.66—
JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0369.85—
JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0368.96—
DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0367.79—
DynAE2019.0866.566.1
CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0364.73—
TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0364.07—
TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0363.94—
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