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ResearchFormerly WizWand

Treatment Effect Estimation on JOBS semi-synthetic (test)

0MSEDoubly Robust
-0.0073280.0423440.0920150.141687Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=2.922024.090000
Double-DoubleTime (s)=3.562024.090.0001000.0001
OffsetNetTime (s)=62.32024.090.000300.00020.0004
RNetTime (s)=27.32024.090.00060.00030.00050.0007
XNetTime (s)=1012024.090.000600.00010.0003
Propensity StratificationTime (s)=0.001882024.090.0010.00040.00060.0011
Off-policyTime (s)=1.842024.090.00120.00040.00070.001
Direct PredictionTime (s)=1.82024.090.00160.00010.00040.0015
TARNetTime (s)=48.42024.090.00210.00010.00040.0016
Adjusted DirectTime (s)=1.592024.090.00220.00120.00190.0026
FlexTENetTime (s)=83.52024.090.00230.00010.00030.0016
DRNetTime (s)=56.42024.090.00290.00010.00050.0024
TNetTime (s)=46.32024.090.00320.00020.00080.0029
RANetTime (s)=80.92024.090.00330.00020.00090.003
Regression DiscontinuityTime (s)=0.0008392024.090.00330.00150.00260.0043
TMLETime (s)=3.42024.090.00340.00010.00070.0035
SNetTime (s)=29.62024.090.00490.00040.00180.005
SNet3Time (s)=21.42024.090.0050.00050.00190.0053
Horvitz-ThompsonTime (s)=0.0003812024.090.00590.00030.00170.0079
DragonNetTime (s)=2.552024.090.00780.00050.00240.0079
PWNetTime (s)=49.32024.090.00810.00090.00360.0098
Direct DifferenceTime (s)=0.0004142024.090.1840.1110.170.226