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ResearchFormerly WizWand

Treatment Effect Estimation on NEWS semi-synthetic (test)

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

Evaluation results

MethodLinks
Doubly RobustTime (s)=20.42024.090000
Double-DoubleTime (s)=25.42024.090000
XNetTime (s)=2412024.090000
Direct PredictionTime (s)=12.42024.090000
RANetTime (s)=1912024.090000
TNetTime (s)=1262024.090000
OffsetNetTime (s)=1332024.090000
TARNetTime (s)=90.12024.090000
DRNetTime (s)=1902024.090000
FlexTENetTime (s)=1822024.090000
RNetTime (s)=63.12024.090000.0001
DragonNetTime (s)=38.32024.090000.0001
SNetTime (s)=762024.090.000200.00010.0003
SNet3Time (s)=61.42024.090.000400.00020.0005
Propensity StratificationTime (s)=0.00292024.090.00050.00030.00050.0006
Off-policyTime (s)=12.72024.090.00050.00030.00050.0007
Adjusted DirectTime (s)=122024.090.00060.00020.00050.0009
PWNetTime (s)=1452024.090.000600.00030.0008
Horvitz-ThompsonTime (s)=0.0004792024.090.00070.00010.00030.0009
Regression DiscontinuityTime (s)=0.001162024.090.00230.00120.00210.0033
TMLETime (s)=24.92024.090.0025000.0002
Direct DifferenceTime (s)=0.0004862024.090.08140.03390.07180.127