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Dynamic Link Prediction on UCI Continuous-time (Inductive)

94.76AUC-ROCDyGmamba
47.980860.125472.2784.4146Jun 3, 2026

Evaluation results

MethodLinks
DyGmambaNegative Sampling Scheme=RNS2026.0694.76
DyGFormerNegative Sampling Scheme=RNS2026.0694.45
CAWNNegative Sampling Scheme=RNS2026.0692.61
GraphMixerNegative Sampling Scheme=RNS2026.0691.17
CTDG-SSMNegative Sampling Scheme=INS2026.0687.86
TGNNegative Sampling Scheme=RNS2026.0687.81
CTDG-SSMNegative Sampling Scheme=RNS2026.0687.43
TCLNegative Sampling Scheme=RNS2026.0684.19
JODIENegative Sampling Scheme=RNS2026.0679.73
TGATNegative Sampling Scheme=RNS2026.0679.1
GraphMixerNegative Sampling Scheme=INS2026.0675.72
DyGmambaNegative Sampling Scheme=INS2026.0666.95
TCLNegative Sampling Scheme=INS2026.0665.87
DyGFormerNegative Sampling Scheme=INS2026.0664.37
TGNNegative Sampling Scheme=INS2026.0662.07
TGATNegative Sampling Scheme=INS2026.0661.27
JODIENegative Sampling Scheme=INS2026.0660.66
DyRepNegative Sampling Scheme=RNS2026.0658.39
CAWNNegative Sampling Scheme=INS2026.0655.6
CTANNegative Sampling Scheme=INS2026.0651.68
DyRepNegative Sampling Scheme=INS2026.0651.5
CTANNegative Sampling Scheme=RNS2026.0649.78