CATE estimation

Benchmarks

Dataset Name	SOTA Method	Metric
IHDP connected regime	Proposed	PEHE1.57	72	1mo ago
IHDP 100 train test splits (out-sample)		ERout1.71	53	2mo ago
IHDP (Out-sample)	PO-Flow	PEHE0.45	22	1mo ago
IHDP (In-sample)	PO-Flow	PEHE0.41	22	1mo ago
ACIC 2016 (Out-sample)	PO-Flow	PEHE0.82	22	1mo ago
IHDP Setup D (out-of-sample)	TARNet + reg	Normalized RMSE0.2	17	3mo ago
IHDP Setup D (in-sample)	TARNet + reg	Normalized RMSE0.2	17	3mo ago
IHDP Setup C (out-of-sample)	FlexTENet	Normalized RMSE0.29	17	3mo ago
IHDP Setup C (in-sample)	FlexTENet	NRMSE0.268	17	3mo ago
Claims dataset (test)	CaML (ours)	Rate @ 0.9990.48	15	3mo ago
ACIC 2016 (In-sample)	ESCFR	PEHE2.252	13	1mo ago
IHDP semi-synthetic benchmark CEVAE preprocessing (replications 1-5)	Bayesian X-Learner	sqrt(PEHE)0.562	12	1mo ago
IBM (out-of-sample)	PO-Flow	Root PEHE0.04	9	1mo ago
IBM (in-sample)	PO-Flow	Root PEHE0.04	9	1mo ago
ACIC 18 (out-of-sample)	PO-Flow	Root PEHE0.07	9	1mo ago
ACIC18 (in-sample)	PO-Flow	Root PEHE0.05	9	1mo ago
IV Continuous		PEHE0.516	9	3mo ago
Binary IV	CausalFM	PEHE0.422	9	3mo ago
ACIC 24 datasets 2018 (out-of-sample)	DiffPO	Best Performance Ratio36.86	9	3mo ago
ACIC 2018 (in-sample)	DiffPO	Percent Best31.34	9	3mo ago
ACIC 77 datasets 2016 (out-of-sample)	DiffPO	% Best25.82	9	3mo ago
ACIC 77 datasets 2016 (in-sample)	DiffPO	Percentage Best26.73	9	3mo ago
Simulated Dataset Nonlinear Outcome		RMSE (Quadratic)1.45	8	2mo ago
Simulated Dataset Linear Outcome		Mean RMSE (Var=0.1)0.76	8	2mo ago
IHDP-100 Setup D (out-of-sample)	Reparam.	RMSE1.392	8	3mo ago

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