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Average Treatment Effect Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic Data	adaptive-balance	Averaged MSE0.176	54	3mo ago
IHDP		Bias-2.19	24	1mo ago
Simulation Linear scenario sample size 100 (test)		ATE Bias (Mean)-0.184	14	2mo ago
ACIC 2016	MP-plug-in	Total Variation (TV)14.29	10	4mo ago
M3 Synthetic Dataset	CNF	ATE0.87	8	4mo ago
M2 Synthetic	Frugal Flow	ATE1.01	8	4mo ago
M1 Synthetic Dataset		ATE5.29	8	4mo ago
TCGA Poisson	Targeted Regularization for EDF	MAE1.0962	7	2mo ago
News Poisson	Targeted Regularization for EDF	MAE1.2127	7	2mo ago
Simulation Poisson	Targeted Regularization for EDF	MAE1.047	7	2mo ago
TCGA Bernoulli	Targeted Regularization for EDF	MAE0.0635	7	2mo ago
News Bernoulli	Targeted Regularization for EDF	MAE0.5817	7	2mo ago
Simulation Bernoulli	Targeted Regularization for EDF	MAE0.8283	7	2mo ago
Simulation Hidden confounding (test)	TARNet	ATE Bias (Mean)2.323	7	2mo ago
Simulation t distribution (test)	X-Learner	ATE Bias (Mean)0.013	7	2mo ago
Simulation Non-linear (test)	DragonNet	ATE Bias (Mean)-0.108	7	2mo ago
Simulation Hidden confounding scenario sample size 100 (test)	MOCA-OneWay	ATE Bias (Mean)1.687	7	2mo ago
Simulation t distribution scenario sample size 100 (test)		ATE Bias Mean-0.726	7	2mo ago
Simulation Non-linear scenario sample size 100 (test)	MOCA-OneWay	ATE Bias (Mean)-0.166	7	2mo ago
Early vasopressor initiation and 28-day mortality study cohort	Dual-caliper	ATE0.06	7	3mo ago
Synth	SmoothDPM	Latency (s)0.02	7	4mo ago
ACIC	SmoothDPM	Runtime (s)0.06	7	4mo ago
Lalonde	PrivATE	Running Time (s)0.02	7	4mo ago
IHDP	SmoothDPM	Running Time (s)0.03	7	4mo ago
Twins (n=3200)	MR (Ours)	MAE (eATE)0.061	6	4mo ago

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