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Link Prediction on Enron

94.87APST-TGExplainer
65.978873.479480.9888.4806Nov 18, 2024Feb 17, 2025May 19, 2025Aug 18, 2025Nov 17, 2025Feb 16, 2026May 19, 2026

Evaluation results

MethodLinks
ST-TGExplainer2026.0594.87
DyGFormer2026.0592.47
FreeDyG2026.0590.29
CAWN2026.0589.56
DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1187.42
CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1186.01
EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1183.53
GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1183.15
TGIB2026.0582.42
GraphMixer2026.0582.25
GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1180.99
TGN2026.0579.91
JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1178.38
JODIE2026.0577.31
DyRep2026.0574.55
TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1174.41
DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1171.71
TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1169.37
TGAT2026.0568.02
TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1167.09