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Dynamic Link Prediction on Enron (inductive)

94.59AUC-ROCCTDG-SSM
54.997265.276175.55585.8339May 7, 2026May 11, 2026May 16, 2026May 20, 2026May 25, 2026May 29, 2026Jun 3, 2026

Evaluation results

MethodLinks
CTDG-SSMNegative Sampling Scheme=INS2026.0694.59
CTDG-SSMNegative Sampling Scheme=RNS2026.0693.66
CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.0693.66
PRISMEvaluation Setting=inductive2026.0593.17
DyGFormerEvaluation Setting=inductive2026.0593.16
CAWNEvaluation Setting=inductive2026.0590.91
DyGFormerNegative Sampling Strategy (NSS)=Random2026.0590.69
TGFormerNegative Sampling Strategy (NSS)=Random2026.0589.92
DyGmambaNegative Sampling Scheme=RNS2026.0689.67
DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.0689.67
DyGFormerNegative Sampling Scheme=RNS2026.0689.62
DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.0689.62
FreeDyGNegative Sampling Strategy (NSS)=Random2026.0589.51
MoMentEvaluation Setting=inductive2026.0588.52
JODIEEvaluation Setting=inductive2026.0587.32
CAWNNegative Sampling Strategy (NSS)=Random2026.0587.02
TGATEvaluation Setting=inductive2026.0586.5
CAWNNegative Sampling Scheme=RNS2026.0686.3
CAWNSetup=Inductive, Negative Sampling Strategy=random2026.0686.3
TCLEvaluation Setting=inductive2026.0585.12
GraphMixerEvaluation Setting=inductive2026.0583.47
TCLNegative Sampling Scheme=RNS2026.0682.61
TCLSetup=Inductive, Negative Sampling Strategy=random2026.0682.61
JODIENegative Sampling Strategy (NSS)=Random2026.0581.96
DyRepEvaluation Setting=inductive2026.0579.01
JODIENegative Sampling Scheme=RNS2026.0678.97
JODIESetup=Inductive, Negative Sampling Strategy=random2026.0678.97
TGNNegative Sampling Strategy (NSS)=Random2026.0578.83
TGNNegative Sampling Scheme=RNS2026.0678.76
TGNSetup=Inductive, Negative Sampling Strategy=random2026.0678.76
GraphMixerNegative Sampling Strategy (NSS)=Random2026.0576.51
DyRepNegative Sampling Strategy (NSS)=Random2026.0576.34
GraphMixerNegative Sampling Scheme=RNS2026.0675.55
GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.0675.55
CTANNegative Sampling Scheme=RNS2026.0674.61
CTANSetup=Inductive, Negative Sampling Strategy=random2026.0674.61
DyRepNegative Sampling Scheme=RNS2026.0673.97
DyRepSetup=Inductive, Negative Sampling Strategy=random2026.0673.97
TGFormerNegative Sampling Strategy (NSS)=Inductive2026.0572.79
TCLNegative Sampling Strategy (NSS)=Random2026.0572.33
FreeDyGNegative Sampling Strategy (NSS)=Historical2026.0570.09
DyGmambaNegative Sampling Scheme=INS2026.0668.98
TGFormerNegative Sampling Strategy (NSS)=Historical2026.0568.79
FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.0568.79
CTANNegative Sampling Scheme=INS2026.0668.7
GraphMixerNegative Sampling Strategy (NSS)=Historical2026.0568.2
GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.0568.19
TCLNegative Sampling Scheme=INS2026.0667.56
GraphMixerNegative Sampling Scheme=INS2026.0667.39
TGATNegative Sampling Scheme=RNS2026.0666.67
TGATSetup=Inductive, Negative Sampling Strategy=random2026.0666.67
DyGFormerNegative Sampling Scheme=INS2026.0666.07
JODIENegative Sampling Scheme=INS2026.0665.95
DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.0565.79
DyGFormerNegative Sampling Strategy (NSS)=Historical2026.0565.78
JODIENegative Sampling Strategy (NSS)=Historical2026.0565.32
JODIENegative Sampling Strategy (NSS)=Inductive2026.0565.32
TGATNegative Sampling Strategy (NSS)=Random2026.0564.63
TGNNegative Sampling Scheme=INS2026.0664.21
TCLNegative Sampling Strategy (NSS)=Historical2026.0564.06
TCLNegative Sampling Strategy (NSS)=Inductive2026.0564.05
TGNNegative Sampling Strategy (NSS)=Historical2026.0562.68
TGNNegative Sampling Strategy (NSS)=Inductive2026.0562.68
CAWNNegative Sampling Strategy (NSS)=Inductive2026.0562.27
CAWNNegative Sampling Strategy (NSS)=Historical2026.0562.25
DyRepNegative Sampling Scheme=INS2026.0662.2
CAWNNegative Sampling Scheme=INS2026.0662.07
DyRepNegative Sampling Strategy (NSS)=Historical2026.0561.5
DyRepNegative Sampling Strategy (NSS)=Inductive2026.0561.5
TGATNegative Sampling Strategy (NSS)=Historical2026.0557.84
TGATNegative Sampling Strategy (NSS)=Inductive2026.0557.83
TGATNegative Sampling Scheme=INS2026.0656.52