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Causal effect estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Flickr (in-sample)	C-VAE	Epsilon ATE0.6	21	25d ago
BlogCatalog simulated (In-sample)	C-HDNet	ATE Error (Epsilon)0.6	21	25d ago
Flickr 1.0 (out-of-sample)	C-HDNet	Epsilon ATE0.5	21	25d ago
BlogCatalog (out-of-sample)	C-HDNet	ϵATE0.3	21	25d ago
6-node graph n=5000 samples, averaged over 100 trials	IIC	Absolute Bias0	12	5d ago
180 synthetic causal datasets (test)		\|ATE\| Error0.406	11	1mo ago
IHDP U -> X (test)		Mean Absolute ATE Prop Error53.4	11	1mo ago
IHDP 40 confounded datasets with no true instrument candidate	ZNet	Mean Abs ATE Prop Error0.566	9	1mo ago
IHDP 1000 realizations from NPCI package (heldout)	baseline + t-reg	MAE0.2	9	1mo ago
IHDP 1000 realizations from NPCI package (train val)	Dragonnet	MAE0.14	9	1mo ago
Pubmed	Ma & Tresp	ADE0.02	7	1mo ago
Cora	GDML	ADE0.26	7	1mo ago
Synthetic data	CDVAE	PEHE (gamma=0)0.43	7	1mo ago
AITA comments		ΔATE3.43	6	1mo ago
Indian Village		ADE0.209	6	1mo ago
Flickr	GDML	ADE4.92	5	1mo ago
TCGA microarray dataset HDLSS MNAR (test)	MNAR-stabilized CVAE+GEE+AIPW+PEL	MSE0.14	5	1mo ago
Proteomics dataset HDLSS MNAR	MNAR-stabilized CVAE+GEE+AIPW+PEL	MSE0.15	5	1mo ago
Women's Health Initiative (WHI) extrapolated subgroups	ExPCS	Coverage0.45	5	1mo ago
IHDP 1000 realizations from NPCI package (all data)	Dragonnet + t-reg	MAE0.11	4	1mo ago
Card and Krueger Minimum Wage and Employment dataset New Jersey and Pennsylvania fast-food stores 1992	Cross-Moment	Estimated Causal Effect4.03	4	1mo ago
Instagram Influencer Engagement (232,089 posts)		Treatment Effect (τ) (likes)1,455	3	1mo ago
Simulation Environment Known Ground-Truth	DML (DICE)	Average Absolute Bias0.051	3	1mo ago
PSID unbalanced	Predictive	√PEHE1,182,041	3	1mo ago
CPS	Ancestral Info.	√PEHE1,121,360	3	1mo ago

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