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Dynamic Link Prediction on UN Trade transductive v1 (test)

86.61AUC-ROCEdgebank
59.320466.405273.4980.5748Jun 3, 2026

Evaluation results

MethodLinks
EdgebankNegative Sampling Strategy=hist2026.0686.61
EdgebankNegative Sampling Strategy=ind2026.0674.2
DyGMambaNegative Sampling Strategy=hist2026.0674.1
DyGFormerNegative Sampling Strategy=hist2026.0673.86
CTDG-SSMNegative Sampling Strategy=rnd2026.0673.76
CTDG-SSMNegative Sampling Strategy=hist2026.0673.3
CTDG-SSMNegative Sampling Strategy=ind2026.0672.65
CAWNNegative Sampling Strategy=ind2026.0671.73
DyGMambaNegative Sampling Strategy=rnd2026.0671.41
DyGFormerNegative Sampling Strategy=rnd2026.0670.2
JODIENegative Sampling Strategy=rnd2026.0669.62
TGNNegative Sampling Strategy=rnd2026.0669.1
JODIENegative Sampling Strategy=hist2026.0668.92
CAWNNegative Sampling Strategy=rnd2026.0668.54
TCLNegative Sampling Strategy=ind2026.0667.8
DyGMambaNegative Sampling Strategy=ind2026.0667.6
DyRepNegative Sampling Strategy=rnd2026.0667.44
JODIENegative Sampling Strategy=ind2026.0666.82
EdgebankNegative Sampling Strategy=rnd2026.0666.75
GraphMixerNegative Sampling Strategy=ind2026.0666.53
TGNNegative Sampling Strategy=ind2026.0666.37
TGATNegative Sampling Strategy=ind2026.0666.13
DyRepNegative Sampling Strategy=ind2026.0665.6
GraphMixerNegative Sampling Strategy=rnd2026.0665.52
TCLNegative Sampling Strategy=rnd2026.0664.72
DyRepNegative Sampling Strategy=hist2026.0664.36
TGATNegative Sampling Strategy=rnd2026.0664.01
TGNNegative Sampling Strategy=hist2026.0663.93
GraphMixerNegative Sampling Strategy=hist2026.0663.2
CAWNNegative Sampling Strategy=hist2026.0663.09
DyGFormerNegative Sampling Strategy=ind2026.0662.56
TCLNegative Sampling Strategy=hist2026.0661.43
TGATNegative Sampling Strategy=hist2026.0660.37