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ResearchFormerly WizWand

Causal Inference on IHDP (MSE Quartiles)

0.0767MSEDoubly Robust
-16.84023297.349059211.53835325.727641Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=3.32e+002024.090.07670.00220.00560.0243
Double-DoubleTime (s)=4.00e+002024.090.2010.03290.1150.302
RANetTime (s)=7.58e+002024.090.3430.0390.1470.58
Horvitz-ThompsonTime (s)=3.85e-042024.090.3710.01720.04810.213
TNetTime (s)=4.51e+002024.090.4380.040.3340.598
Off-policyTime (s)=2.01e+002024.090.5440.3230.4750.691
XNetTime (s)=1.10e+012024.090.6130.01440.0930.235
DRNetTime (s)=8.99e+002024.090.9790.05710.090.438
RNetTime (s)=6.50e+002024.091.660.02830.2081.17
Direct PredictionTime (s)=2.08e+002024.091.860.0110.03970.212
Regression DiscontinuityTime (s)=8.37e-042024.092.260.1540.243.35
OffsetNetTime (s)=3.95e+002024.093.640.05660.1910.704
SNet3Time (s)=1.33e+012024.093.770.4460.7551.09
TARNetTime (s)=3.44e+002024.095.160.01040.2460.8
TMLETime (s)=3.98e+002024.095.220.06730.3131.6
Adjusted DirectTime (s)=2.10e+002024.098.593.093.754.94
PWNetTime (s)=8.82e+002024.099.610.04850.5571.24
FlexTENetTime (s)=1.03e+012024.0910.30.01720.5911.24
Propensity StratificationTime (s)=1.92e-032024.0913.90.00890.02540.207
Direct DifferenceTime (s)=4.19e-042024.0942330.964.8161