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ResearchFormerly WizWand

Potential Outcome Estimation on ACIC 2018 (in-sample)

0.04RMSEPO-Flow
-0.02120.39190.8051.2181May 21, 2025
Updated 6mo ago

Evaluation results

MethodLinks
PO-Flowvalidation=10-fold cross-validation2025.050.04
PO-Flowselection_strategy=most likely PO from 100 simulated outcomes using log-density, validation=10-fold cross-validation2025.050.42
DiffPOvalidation=10-fold cross-validation2025.050.52
PO-Flowvalidation=10-fold cross-validation2025.050.53
S-learnervalidation=10-fold cross-validation2025.050.54
S-learnervalidation=10-fold cross-validation2025.050.54
DiffPOvalidation=10-fold cross-validation2025.050.62
GANITEvalidation=10-fold cross-validation2025.050.68
INFsvalidation=10-fold cross-validation2025.050.69
INFsvalidation=10-fold cross-validation2025.050.69
DiffPOvalidation=10-fold cross-validation2025.050.72
CEVAEvalidation=10-fold cross-validation2025.050.83
CEVAEvalidation=10-fold cross-validation2025.050.83
GANITEvalidation=10-fold cross-validation2025.050.88
GANITEvalidation=10-fold cross-validation2025.050.88
CFRvalidation=10-fold cross-validation2025.050.94
CFRvalidation=10-fold cross-validation2025.050.94
T-learnervalidation=10-fold cross-validation2025.051.57
T-learnervalidation=10-fold cross-validation2025.051.57