CATE estimation

Benchmarks

Dataset Name	SOTA Method	Metric
IHDP Setup D (out-of-sample)	TARNet + reg	Normalized RMSE0.2	17	4d ago
IHDP Setup D (in-sample)	TARNet + reg	Normalized RMSE0.2	17	4d ago
IHDP Setup C (out-of-sample)	FlexTENet	Normalized RMSE0.29	17	4d ago
IHDP Setup C (in-sample)	FlexTENet	NRMSE0.268	17	4d ago
Claims dataset (test)	CaML (ours)	Rate @ 0.9990.48	15	4d ago
IHDP (Out-sample)	ESCFR	PEHE1.282	13	4d ago
IHDP (In-sample)	ESCFR	PEHE0.502	13	4d ago
ACIC 2016 (Out-sample)	ESCFR	PEHE2.316	13	4d ago
ACIC 2016 (In-sample)	ESCFR	PEHE2.252	13	4d ago
IV Continuous		PEHE0.516	9	4d ago
Binary IV	CausalFM	PEHE0.422	9	4d ago
ACIC 24 datasets 2018 (out-of-sample)	DiffPO	Best Performance Ratio36.86	9	4d ago
ACIC 2018 (in-sample)	DiffPO	Percent Best31.34	9	4d ago
ACIC 77 datasets 2016 (out-of-sample)	DiffPO	% Best25.82	9	4d ago
ACIC 77 datasets 2016 (in-sample)	DiffPO	Percentage Best26.73	9	4d ago
IHDP-100 Setup D (out-of-sample)	Reparam.	RMSE1.392	8	4d ago
IHDP-100 Setup D (in-sample)	Reparam.	RMSE1.394	8	4d ago
IHDP-100 Setup C (in-sample)	FlexTENet	RMSE1.226	8	4d ago
Simulation Setting 2 1 (test)	IV-RDL1	AR77.9	8	4d ago
Simulation Setting 1 (test)	IV-RDL1	AR84.6	8	4d ago
Front-door adjustment setting	CausalFM	PEHE0.847	5	4d ago
TCGA (Out-sample)	SIN	WPEHE@68.15	5	4d ago
TCGA (In-sample)	SIN	WPEHE@610.98	5	4d ago
SW (Out-sample)	SIN	WPEHE@623.19	5	4d ago
SW (In-sample)	SIN	WPEHE@623	5	4d ago

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