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ResearchFormerly WizWand

Temporal Link Prediction on Enron (Transductive)

97.14APTGFormer
62.61271.57680.5489.504May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TGFormerNegative Sampling Strategy=Random2026.0597.14
FreeDyGNegative Sampling Strategy=Random2026.0592.51
DyGFormerNegative Sampling Strategy=Random2026.0592.47
CAWNNegative Sampling Strategy=Random2026.0589.56
TGNNegative Sampling Strategy=Random2026.0586.53
JODIENegative Sampling Strategy=Random2026.0584.77
TGFormerNegative Sampling Strategy=Inductive2026.0584.34
EdgeBankNegative Sampling Strategy=Random2026.0583.53
TGFormerNegative Sampling Strategy=Historical2026.0582.64
DyRepNegative Sampling Strategy=Random2026.0582.38
GraphMixerNegative Sampling Strategy=Random2026.0582.25
TCLNegative Sampling Strategy=Random2026.0579.7
FreeDyGNegative Sampling Strategy=Historical2026.0578.87
GraphMixerNegative Sampling Strategy=Historical2026.0577.98
FreeDyGNegative Sampling Strategy=Inductive2026.0577.81
DyGFormerNegative Sampling Strategy=Inductive2026.0577.41
EdgeBankNegative Sampling Strategy=Historical2026.0576.53
DyGFormerNegative Sampling Strategy=Historical2026.0575.63
CAWNNegative Sampling Strategy=Inductive2026.0575.15
GraphMixerNegative Sampling Strategy=Inductive2026.0575.01
TGNNegative Sampling Strategy=Historical2026.0573.91
EdgeBankNegative Sampling Strategy=Inductive2026.0573.89
TCLNegative Sampling Strategy=Inductive2026.0571.29
DyRepNegative Sampling Strategy=Historical2026.0571.19
TGATNegative Sampling Strategy=Random2026.0571.12
TGNNegative Sampling Strategy=Inductive2026.0570.89
TCLNegative Sampling Strategy=Historical2026.0570.66
JODIENegative Sampling Strategy=Historical2026.0569.85
JODIENegative Sampling Strategy=Inductive2026.0568.96
DyRepNegative Sampling Strategy=Inductive2026.0567.79
CAWNNegative Sampling Strategy=Historical2026.0564.73
TGATNegative Sampling Strategy=Historical2026.0564.07
TGATNegative Sampling Strategy=Inductive2026.0563.94