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ResearchFormerly WizWand

Transductive Dynamic Link Prediction on Can. Parl.

0.9998AUC ROCDSRD
0.5488560.6659280.7830.900072Mar 23, 2023Oct 2, 2023Apr 13, 2024Oct 24, 2024May 5, 2025Nov 15, 2025May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DSRDNSS=ind2026.050.9998
DSRDNSS=rnd2026.050.999
DSRDNSS=hist2026.050.9903
TPNet+Sampling Strategy=rnd2026.030.9883
TPNet+Sampling Strategy=ind2026.030.9882
DyGFormer+Sampling Strategy=hist2026.030.9802
DyGFormer+Sampling Strategy=rnd2026.030.9799
DyGFormerNegative Sampling Strategy=random2023.030.9776
DyGFormerSampling Strategy=rnd2026.030.9776
TPNet+Sampling Strategy=hist2026.030.9764
DyGFormerNegative Sampling Strategy=historical2023.030.9761
DyGFormerSampling Strategy=hist2026.030.9761
DyGFormer+Sampling Strategy=ind2026.030.9702
DyGFormerNegative Sampling Strategy=inductive2023.030.967
DyGFormerSampling Strategy=ind2026.030.967
TPNetSampling Strategy=rnd2026.030.9205
TPNetNSS=rnd2026.050.898
TPNetSampling Strategy=hist2026.030.8639
TPNetSampling Strategy=ind2026.030.8505
PINTNSS=hist2026.050.8444
DyGFormerNSS=rnd2026.050.8378
DyGFormerNSS=ind2026.050.8321
GraphMixerSampling Strategy=rnd2026.030.8317
GraphMixerNSS=rnd2026.050.8266
JODIENSS=rnd2026.050.823
TPNetNSS=hist2026.050.823
DyGFormerNSS=hist2026.050.8182
PINTNSS=rnd2026.050.8168
TPNetNSS=ind2026.050.8044
NATNSS=rnd2026.050.7959
GraphMixerSampling Strategy=hist2026.030.7903
TGNSampling Strategy=rnd2026.030.7699
GraphMixerNSS=hist2026.050.7683
CAWNSampling Strategy=rnd2026.030.757
CAWNNSS=rnd2026.050.7448
NATNSS=hist2026.050.7384
NATNSS=ind2026.050.737
TGNSampling Strategy=hist2026.030.7323
CAWNSampling Strategy=ind2026.030.7293
TCLSampling Strategy=rnd2026.030.7246
TGATNSS=rnd2026.050.7239
TGATNSS=hist2026.050.7235
CAWNSampling Strategy=hist2026.030.7206
GraphMixerSampling Strategy=ind2026.030.7052
TCLSampling Strategy=hist2026.030.6995
TGNSampling Strategy=ind2026.030.6957
TGATNSS=ind2026.050.6953
TCLSampling Strategy=ind2026.030.6947
PINTNSS=ind2026.050.6789
CAWNNSS=hist2026.050.6728
GraphMixerNSS=ind2026.050.6717
TCLNSS=hist2026.050.6705
CAWNNSS=ind2026.050.6686
EdgeBankNSS=rnd2026.050.6629
JODIENSS=hist2026.050.66
EdgeBankNSS=hist2026.050.6578
TCLNSS=rnd2026.050.6565
TGNNSS=rnd2026.050.651
EdgeBankNSS=ind2026.050.6318
TGNNSS=hist2026.050.6306
DyRepNSS=hist2026.050.6264
DyRepNSS=rnd2026.050.6165
DyRepNSS=ind2026.050.612
TCLNSS=ind2026.050.6107
TGNNSS=ind2026.050.5991
JODIENSS=ind2026.050.5662