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Semi-synthetic DGP

Benchmarks

Task NameDataset NameSOTA ResultTrend
CATE EstimationSemi-synthetic DGP Expanded Time-varying Confounding CF 3a
Bias0.26
5
CATE EstimationSemi-synthetic DGP Expanded Time-varying Confounding CF 2a
Bias0.2
5
CATE EstimationSemi-synthetic DGP Expanded Time-varying Confounding CF 1a
Bias0.63
5
CATE EstimationSemi-synthetic DGP Limited Time-varying Confounding CF 3a
Bias0.21
5
CATE EstimationSemi-synthetic DGP Limited Time-varying Confounding CF 2a
Bias0.26
5
CATE EstimationSemi-synthetic DGP Limited Time-varying Confounding CF 1a
Bias0.53
5
Causal Effect EstimationSemi-synthetic DGP Policies differ in all steps Expanded
Bias (CF 1c)0.113
2
Causal Effect EstimationSemi-synthetic DGP Expanded Policies differ only in the first two steps
Bias (CF 1b)0.0003
2
Causal Effect EstimationSemi-synthetic DGP Limited Policies differ in all steps
Bias (CF 1c)0.0969
2
Causal Effect EstimationSemi-synthetic DGP Limited Policies differ only in the first two steps
Bias (CF 1b)0.0015
2
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