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Counterfactual Outcome Prediction on MIMIC-III semi-synthetic (N=2000) (test)

0.27RMSEIGC-Net
0.23520.47010.7050.9399May 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
IGC-NetPrediction window (τ)=2, Training samples (N)=20002024.050.27
CTPrediction window (τ)=2, Training samples (N)=20002024.050.31
IGC-NetPrediction window (τ)=3, Training samples (N)=20002024.050.32
IGC-NetPrediction window (τ)=4, Training samples (N)=20002024.050.38
CRNPrediction window (τ)=2, Training samples (N)=20002024.050.39
CTPrediction window (τ)=3, Training samples (N)=20002024.050.41
IGC-NetPrediction window (τ)=5, Training samples (N)=20002024.050.42
IGC-NetPrediction window (τ)=6, Training samples (N)=20002024.050.45
CTPrediction window (τ)=4, Training samples (N)=20002024.050.49
CRNPrediction window (τ)=3, Training samples (N)=20002024.050.5
G-transformerPrediction window (τ)=2, Training samples (N)=20002024.050.53
CTPrediction window (τ)=5, Training samples (N)=20002024.050.55
G-NetPrediction window (τ)=2, Training samples (N)=20002024.050.55
CRNPrediction window (τ)=4, Training samples (N)=20002024.050.58
CTPrediction window (τ)=6, Training samples (N)=20002024.050.6
RMSNsPrediction window (τ)=2, Training samples (N)=20002024.050.62
CRNPrediction window (τ)=5, Training samples (N)=20002024.050.64
G-transformerPrediction window (τ)=3, Training samples (N)=20002024.050.67
CRNPrediction window (τ)=6, Training samples (N)=20002024.050.7
RMSNsPrediction window (τ)=3, Training samples (N)=20002024.050.73
G-NetPrediction window (τ)=3, Training samples (N)=20002024.050.73
TE-CDEPrediction window (τ)=2, Training samples (N)=20002024.050.76
G-transformerPrediction window (τ)=4, Training samples (N)=20002024.050.78
RMSNsPrediction window (τ)=4, Training samples (N)=20002024.050.85
G-transformerPrediction window (τ)=5, Training samples (N)=20002024.050.86
TE-CDEPrediction window (τ)=3, Training samples (N)=20002024.050.87
G-NetPrediction window (τ)=4, Training samples (N)=20002024.050.87
G-transformerPrediction window (τ)=6, Training samples (N)=20002024.050.94
RMSNsPrediction window (τ)=5, Training samples (N)=20002024.050.96
TE-CDEPrediction window (τ)=4, Training samples (N)=20002024.050.98
G-NetPrediction window (τ)=5, Training samples (N)=20002024.051
RMSNsPrediction window (τ)=6, Training samples (N)=20002024.051.05
TE-CDEPrediction window (τ)=5, Training samples (N)=20002024.051.06
G-NetPrediction window (τ)=6, Training samples (N)=20002024.051.12
TE-CDEPrediction window (τ)=6, Training samples (N)=20002024.051.14