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ResearchFormerly WizWand

Temporal Link Prediction on ENRON historical negative sampling (transductive)

0.8314Average PrecisionRLSTG
0.6330720.6845610.736050.787539Jan 20, 2026Jan 27, 2026Feb 3, 2026Feb 10, 2026Feb 17, 2026Feb 24, 2026Mar 4, 2026
Updated 8mo ago

Evaluation results

MethodLinks
RLSTGsplit_type=transductive2026.010.8314
HGWaveNetsplit_type=transductive2026.010.8055
FreeDyGsplit_type=transductive2026.010.7998
HTGNsplit_type=transductive2026.010.7987
FreeDyGNSS=historical, Setting=Transductive2026.030.7887
TFWaveFormerNSS=historical, Setting=Transductive2026.030.7864
GraphMixerNSS=historical, Setting=Transductive2026.030.7798
EdgeBankNSS=historical, Setting=Transductive2026.030.7653
DyGFormerNSS=historical, Setting=Transductive2026.030.7563
DyGFormersplit_type=transductive2026.010.7516
TGNNSS=historical, Setting=Transductive2026.030.7391
TGNsplit_type=transductive2026.010.7318
GraphMixersplit_type=transductive2026.010.7288
DyRepNSS=historical, Setting=Transductive2026.030.7119
DyRepsplit_type=transductive2026.010.7113
TCLNSS=historical, Setting=Transductive2026.030.7066
TCLsplit_type=transductive2026.010.7023
JODIEsplit_type=transductive2026.010.6989
JODIENSS=historical, Setting=Transductive2026.030.6985
TGATsplit_type=transductive2026.010.6498
CAWNNSS=historical, Setting=Transductive2026.030.6473
TGATNSS=historical, Setting=Transductive2026.030.6407