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ResearchFormerly WizWand

Temporal Link Prediction on CollegeMsg (inductive)

96.49AUC-ROCTGFormer
46.653259.591672.5385.4684May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TGFormerNegative Sampling Strategy (NSS)=Random2026.0596.49
FreeDyGNegative Sampling Strategy (NSS)=Random2026.0592.74
CAWNNegative Sampling Strategy (NSS)=Random2026.0592.29
DyGFormerNegative Sampling Strategy (NSS)=Random2026.0592.21
GraphMixerNegative Sampling Strategy (NSS)=Random2026.0588.4
TGNNegative Sampling Strategy (NSS)=Random2026.0586.73
TCLNegative Sampling Strategy (NSS)=Random2026.0578.76
FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.0577.58
FreeDyGNegative Sampling Strategy (NSS)=Historical2026.0577.55
TGATNegative Sampling Strategy (NSS)=Random2026.0577
GraphMixerNegative Sampling Strategy (NSS)=Historical2026.0574.54
GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.0574.53
TGFormerNegative Sampling Strategy (NSS)=Historical2026.0574.18
TGFormerNegative Sampling Strategy (NSS)=Inductive2026.0573.45
CAWNNegative Sampling Strategy (NSS)=Historical2026.0567.77
CAWNNegative Sampling Strategy (NSS)=Inductive2026.0567.72
JODIENegative Sampling Strategy (NSS)=Random2026.0566
TGNNegative Sampling Strategy (NSS)=Inductive2026.0563.93
TGNNegative Sampling Strategy (NSS)=Historical2026.0563.89
DyGFormerNegative Sampling Strategy (NSS)=Historical2026.0563.15
DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.0563.14
TGATNegative Sampling Strategy (NSS)=Historical2026.0561.53
TGATNegative Sampling Strategy (NSS)=Inductive2026.0561.51
TCLNegative Sampling Strategy (NSS)=Historical2026.0560.05
TCLNegative Sampling Strategy (NSS)=Inductive2026.0560.05
DyRepNegative Sampling Strategy (NSS)=Random2026.0554.09
DyRepNegative Sampling Strategy (NSS)=Inductive2026.0552.36
DyRepNegative Sampling Strategy (NSS)=Historical2026.0552.31
JODIENegative Sampling Strategy (NSS)=Inductive2026.0548.64
JODIENegative Sampling Strategy (NSS)=Historical2026.0548.57