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ResearchFormerly WizWand

Temporal Link Prediction on UCI (inductive)

98.84AUC-ROCTGFormer
49.346462.195775.04587.8943May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TGFormerNegative Sampling Strategy (NSS)=Random2026.0598.84
FreeDyGNegative Sampling Strategy (NSS)=Random2026.0593.01
DyGFormerNegative Sampling Strategy (NSS)=Random2026.0592.63
CAWNNegative Sampling Strategy (NSS)=Random2026.0590.4
GraphMixerNegative Sampling Strategy (NSS)=Random2026.0589.3
TGNNegative Sampling Strategy (NSS)=Random2026.0586.68
TCLNegative Sampling Strategy (NSS)=Random2026.0584.49
JODIENegative Sampling Strategy (NSS)=Random2026.0578.8
TGATNegative Sampling Strategy (NSS)=Random2026.0577.64
FreeDyGNegative Sampling Strategy (NSS)=Historical2026.0576.01
GraphMixerNegative Sampling Strategy (NSS)=Historical2026.0575.98
GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.0575.97
FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.0573.41
TGFormerNegative Sampling Strategy (NSS)=Inductive2026.0572.78
TCLNegative Sampling Strategy (NSS)=Historical2026.0570.46
TCLNegative Sampling Strategy (NSS)=Inductive2026.0570.42
TGFormerNegative Sampling Strategy (NSS)=Historical2026.0567.72
DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.0565.58
DyGFormerNegative Sampling Strategy (NSS)=Historical2026.0565.55
TGNNegative Sampling Strategy (NSS)=Historical2026.0562.69
TGNNegative Sampling Strategy (NSS)=Inductive2026.0562.66
TGATNegative Sampling Strategy (NSS)=Historical2026.0562.32
TGATNegative Sampling Strategy (NSS)=Inductive2026.0562.29
JODIENegative Sampling Strategy (NSS)=Inductive2026.0560.27
JODIENegative Sampling Strategy (NSS)=Historical2026.0560.24
DyRepNegative Sampling Strategy (NSS)=Random2026.0558.08
CAWNNegative Sampling Strategy (NSS)=Historical2026.0556.39
CAWNNegative Sampling Strategy (NSS)=Inductive2026.0556.39
DyRepNegative Sampling Strategy (NSS)=Inductive2026.0551.26
DyRepNegative Sampling Strategy (NSS)=Historical2026.0551.25