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ResearchFormerly WizWand

Treatment Effect Estimation on RORCO semi-synthetic

0MSEDoubly Robust
-0.0179190.1030410.2240.34496Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=9.892024.090000
Double-DoubleTime (s)=22.92024.090000
TARNetTime (s)=1012024.090.000200.00010.0002
RANetTime (s)=1912024.090.000800.00020.0007
TNetTime (s)=1062024.090.00080.00010.00030.0004
XNetTime (s)=2412024.090.00100.00020.0009
OffsetNetTime (s)=1302024.090.00110.00080.0010.0014
FlexTENetTime (s)=1562024.090.001200.00010.0005
Propensity StratificationTime (s)=0.002782024.090.00260.00150.00230.0033
RNetTime (s)=58.32024.090.0030.00250.00280.0034
Off-policyTime (s)=11.42024.090.00320.00190.00290.0041
Regression DiscontinuityTime (s)=0.0009552024.090.00470.00270.00380.0055
DRNetTime (s)=1142024.090.0050.00020.00060.0023
Adjusted DirectTime (s)=11.52024.090.00630.00530.00620.0071
Horvitz-ThompsonTime (s)=0.0004652024.090.01060.00430.00920.0144
Direct PredictionTime (s)=12.32024.090.01360.00360.01020.0194
SNet3Time (s)=23.62024.090.0180.00350.00980.025
DragonNetTime (s)=6.882024.090.02180.00440.01710.0246
SNetTime (s)=34.92024.090.02570.00490.01210.0362
TMLETime (s)=23.52024.090.1190.00720.0260.0743
PWNetTime (s)=1132024.090.2280.0070.040.282
Direct DifferenceTime (s)=0.0004742024.090.4480.3570.4180.579