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Dynamic Link Prediction on Wikipedia Inductive Continuous-time (AUC-ROC)

99.09AUC-ROCCTDG-SSM
54.6366.172577.71589.2575Jun 3, 2026

Evaluation results

MethodLinks
CTDG-SSMNegative Sampling Scheme=INS2026.0699.09
CTDG-SSMNegative Sampling Scheme=RNS2026.0699.06
DyGmambaNegative Sampling Scheme=RNS2026.0698.77
DyGFormerNegative Sampling Scheme=RNS2026.0698.58
CAWNNegative Sampling Scheme=RNS2026.0698.27
TGNNegative Sampling Scheme=RNS2026.0697.81
TCLNegative Sampling Scheme=RNS2026.0697.48
GraphMixerNegative Sampling Scheme=RNS2026.0696.61
TGATNegative Sampling Scheme=RNS2026.0696.26
JODIENegative Sampling Scheme=RNS2026.0694.91
CTANNegative Sampling Scheme=RNS2026.0693.58
DyRepNegative Sampling Scheme=RNS2026.0692.21
CTANNegative Sampling Scheme=INS2026.0691.12
GraphMixerNegative Sampling Scheme=INS2026.0682.76
TGATNegative Sampling Scheme=INS2026.0678.4
TGNNegative Sampling Scheme=INS2026.0675.86
TCLNegative Sampling Scheme=INS2026.0671.45
DyGmambaNegative Sampling Scheme=INS2026.0667.92
JODIENegative Sampling Scheme=INS2026.0661.66
CAWNNegative Sampling Scheme=INS2026.0659
DyGFormerNegative Sampling Scheme=INS2026.0658.21
DyRepNegative Sampling Scheme=INS2026.0656.34