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ResearchFormerly WizWand

Potential Outcome Estimation on ACIC out-of-sample 2018

0.05RMSEPO-Flow
-0.01640.43180.881.3282May 21, 2025
Updated 6mo ago

Evaluation results

MethodLinks
PO-Flowvalidation=10-fold cross-validation2025.050.05
PO-Flowselection_strategy=most likely PO from 100 simulated outcomes using log-density, validation=10-fold cross-validation2025.050.54
S-learnervalidation=10-fold cross-validation2025.050.57
S-learnervalidation=10-fold cross-validation2025.050.57
DiffPOvalidation=10-fold cross-validation2025.050.59
PO-Flowvalidation=10-fold cross-validation2025.050.6
DiffPOvalidation=10-fold cross-validation2025.050.65
GANITEvalidation=10-fold cross-validation2025.050.7
INFsvalidation=10-fold cross-validation2025.050.78
INFsvalidation=10-fold cross-validation2025.050.78
DiffPOvalidation=10-fold cross-validation2025.050.79
CEVAEvalidation=10-fold cross-validation2025.050.85
CEVAEvalidation=10-fold cross-validation2025.050.85
GANITEvalidation=10-fold cross-validation2025.050.97
GANITEvalidation=10-fold cross-validation2025.050.97
CFRvalidation=10-fold cross-validation2025.050.98
CFRvalidation=10-fold cross-validation2025.050.98
T-learnervalidation=10-fold cross-validation2025.051.71
T-learnervalidation=10-fold cross-validation2025.051.71