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ResearchFormerly WizWand

Causal Effect Estimation on Synthetic Binary Treatment, d=50

0.052MAEDDML-RF
-0.0168520.4478990.912651.377401May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DDML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.050.0520.0615
DDML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.050.12780.1409
DeR-CFR2026.050.13690.1654
FCCL2026.050.17480.2166
CFR-wass2026.050.19360.2276
DIGNet2026.050.25950.3068
CFR-mmd2026.050.30920.3407
SITE2026.050.4150.44
DML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.050.7790.7841
C-DML2026.050.79990.8327
BART2026.050.80180.8116
DML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.051.72431.7318
OLS-12026.051.74671.754
OLS-22026.051.75281.7602
KNN2026.051.77331.778