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Dynamic Link Prediction on Can. Parl. transductive v1 (test)

0.9982AUC-ROCDyGMamba
0.5100240.6367620.76350.890238Jun 3, 2026

Evaluation results

MethodLinks
DyGMambaNegative Sampling Strategy=hist2026.060.9982
DyGMambaNegative Sampling Strategy=ind2026.060.9982
DyGMambaNegative Sampling Strategy=rnd2026.060.9969
CTDG-SSMNegative Sampling Strategy=rnd2026.060.981
DyGFormerNegative Sampling Strategy=rnd2026.060.9776
DyGFormerNegative Sampling Strategy=hist2026.060.9761
CTDG-SSMNegative Sampling Strategy=hist2026.060.975
CTDG-SSMNegative Sampling Strategy=ind2026.060.9687
DyGFormerNegative Sampling Strategy=ind2026.060.967
GraphMixerNegative Sampling Strategy=rnd2026.060.8317
GraphMixerNegative Sampling Strategy=hist2026.060.7903
JODIENegative Sampling Strategy=rnd2026.060.7821
TGNNegative Sampling Strategy=rnd2026.060.7699
CAWNNegative Sampling Strategy=rnd2026.060.757
TGATNegative Sampling Strategy=rnd2026.060.7569
DyRepNegative Sampling Strategy=rnd2026.060.7335
TGNNegative Sampling Strategy=hist2026.060.7323
CAWNNegative Sampling Strategy=ind2026.060.7293
TGATNegative Sampling Strategy=ind2026.060.7247
TCLNegative Sampling Strategy=rnd2026.060.7246
CAWNNegative Sampling Strategy=hist2026.060.7206
TGATNegative Sampling Strategy=hist2026.060.7086
GraphMixerNegative Sampling Strategy=ind2026.060.7052
DyRepNegative Sampling Strategy=hist2026.060.7016
TCLNegative Sampling Strategy=hist2026.060.6995
TGNNegative Sampling Strategy=ind2026.060.6957
TCLNegative Sampling Strategy=ind2026.060.6947
EdgebankNegative Sampling Strategy=rnd2026.060.6414
DyRepNegative Sampling Strategy=ind2026.060.6353
EdgebankNegative Sampling Strategy=hist2026.060.6304
JODIENegative Sampling Strategy=hist2026.060.6244
EdgebankNegative Sampling Strategy=ind2026.060.6141
JODIENegative Sampling Strategy=ind2026.060.5288