ATE Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Synth. data		MSE0.006	55	2mo ago
News	NSM + Energy	Joint Bias (JB)0.07	14	5mo ago
IHDP	Linear	Joint Bias (JB)0.076	14	5mo ago
Liang DGP (T=200, n=1000, p=100, B=2000, variable costs) 1.0 (test)		Mean ATE4.0003	7	2mo ago
Synth	PrivATE	Memory Consumption (MB)468.29	7	5mo ago
ACIC	SmoothDPM	Memory Consumption (MB)477.31	7	5mo ago
Lalonde	PrivATE	Memory Consumption (MB)467.46	7	5mo ago
IHDP	PrivATE	Memory Consumption (MB)468.19	7	5mo ago
Environment family variance ratios up to ~100x (held-out)	Oracle Neyman	MSE0.181	6	25d ago
Toy Example	IMPspec-nocal	RMSE0.22	4	1mo ago
LINEAR simulation (B=1000, p=100, n=100, T=100)		Bias0.0008	4	2mo ago
LIANG simulation B=20000, p=100, n=1000, T=100	DARTS	Bias0	4	2mo ago
LIANG simulation B=2000, p=1000, n=1000, T=100	DARTS	Bias0	4	2mo ago
LIANG simulation B=2000, p=1000, n=100, T=100	DARTS	Bias0.0002	4	2mo ago
LIANG simulation B=2000, p=100, n=1000, T=100	DARTS	Bias0	4	2mo ago
LIANG simulation B=2000, p=100, n=100, T=100		ATE Bias0.0001	4	2mo ago
LIANG simulation (B=1000, p=100, n=100, T=100)	DARTS	Bias1	4	2mo ago
IHDP target sample modified simulation replications	Offset unique model	ATE10.18	3	1mo ago
NHANES	SMD x A2A	ATE Range0	3	2mo ago
Horse	SMD x A2A	Range of ATE0	3	2mo ago
Groupon		Range of ATE659	3	2mo ago
LINEAR simulation (B=2000, p=100, n=100, T=100)		Bias0.001	2	2mo ago

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