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CATE estimation on IHDP semi-synthetic benchmark CEVAE preprocessing (replications 1-5)

0.562sqrt(PEHE)

Bayesian X-Learner

Updated 1mo ago

Evaluation Results

Method	Links
Bayesian X-Learner 2026.04		0.562	0.2	0.079
Huber-DR 2026.04		0.575	0.153	0.037
Causal BART 2026.04		0.597	0.239	0.14
Student-t T-BART 2026.04		0.683	0.231	0.278
S-Learner 2026.04		0.72	0.363	0.091
Bayesian X-Learner 2026.04		0.761	0.193	0.047
T-Learner 2026.04		0.788	0.049	0.04
X-Learner 2026.04		0.936	0.361	0.028
BCF 2026.04		1.038	0.619	0.077
EconML Causal Forest 2026.04		1.056	0.536	0.315
Bayesian X-Learner 2026.04		1.232	0.457	0.739
Bayesian X-Learner 2026.04		1.795	0.745	1.368