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ResearchFormerly WizWand

Link Prediction on US Legis. (inductive)

81.96AUC-ROCGRN
45.809655.194864.5873.9652Nov 18, 2024Feb 19, 2025May 24, 2025Aug 26, 2025Nov 27, 2025Mar 1, 2026Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GRNNegative sampling strategy=random2024.1181.96
CTDG-SSMNSS=ind2026.0681.46
CTDG-SSMNSS=rnd2026.0681.17
DyRepNSS=ind2026.0667.94
TIDFormerNegative Sampling Strategy=Historical2026.0567.9
TIDFormerNegative Sampling Strategy=Inductive2026.0567.9
TGNNSS=ind2026.0664.87
TGNNegative Sampling Strategy=Random2026.0562.38
TGNNSS=rnd2026.0662.38
DyRepNSS=rnd2026.0661.07
TGNNegative sampling strategy=random2024.1160.25
TCLNegative sampling strategy=random2024.1159.72
CAWNNegative sampling strategy=random2024.1159.4
JODIENSS=rnd2026.0658.12
JODIENSS=ind2026.0658.12
DyRepNegative sampling strategy=random2024.1158.01
DyGMambaNSS=ind2026.0657.91
DyGMambaNSS=rnd2026.0657.17
DyGFormerNSS=ind2026.0656.57
TGATNegative sampling strategy=random2024.1156.27
JODIENegative sampling strategy=random2024.1155.41
GraphMixerNegative sampling strategy=random2024.1154.46
CAWNNSS=ind2026.0654.41
DyGFormerNegative sampling strategy=random2024.1153.46
DyGFormerNSS=rnd2026.0653.21
TCLNSS=ind2026.0652.12
CAWNNSS=rnd2026.0651.49
TCLNSS=rnd2026.0650.43
TGATNSS=ind2026.0649.99
GraphMixerNSS=ind2026.0649.28
TGATNSS=rnd2026.0648.27
GraphMixerNSS=rnd2026.0647.2