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ResearchFormerly WizWand

Treatment Effect Estimation on NEWS semi-synthetic

0Mean ErrorDoubly Robust
-0.0032560.0187220.04070.062678Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=2.04e+012024.090000
Double-DoubleTime (s)=2.54e+012024.090000
XNetTime (s)=2.41e+022024.090000
Direct PredictionTime (s)=1.24e+012024.090000
RANetTime (s)=1.91e+022024.090000
TNetTime (s)=1.26e+022024.090000
OffsetNetTime (s)=1.33e+022024.090000
TARNetTime (s)=9.01e+012024.090000
DRNetTime (s)=1.90e+022024.090000
FlexTENetTime (s)=1.82e+022024.090000
RNetTime (s)=6.31e+012024.090000.0001
DragonNetTime (s)=3.83e+012024.090000.0001
SNetTime (s)=7.60e+012024.090.000200.00010.0003
SNet3Time (s)=6.14e+012024.090.000400.00020.0005
Propensity StratificationTime (s)=2.90e-032024.090.00050.00030.00050.0006
Off-policyTime (s)=1.27e+012024.090.00050.00030.00050.0007
Adjusted DirectTime (s)=1.20e+012024.090.00060.00020.00050.0009
PWNetTime (s)=1.45e+022024.090.000600.00030.0008
Horvitz-ThompsonTime (s)=4.79e-042024.090.00070.00010.00030.0009
Regression DiscontinuityTime (s)=1.16e-032024.090.00230.00120.00210.0033
TMLETime (s)=2.49e+012024.090.0025000.0002
Direct DifferenceTime (s)=4.86e-042024.090.08140.03390.07180.127