SOTA Treatment Effect Estimation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
IHDP disconnected regime (m1 = 0) (test)	Proposed-B	PEHE2.11	40	13d ago
IHDP	InferenceEvolve	PEHE Mean1.392	27	11d ago
HC-MNIST		rPEHE (Output)0.513	23	1mo ago
NEWS semi-synthetic		Mean Error0	22	1mo ago
ACIC semi-synthetic 2017		Mean TEE Error0	22	1mo ago
RORCO Real		Mean Error-0.29	22	1mo ago
NEWS semi-synthetic (test)		MSE0	22	1mo ago
JOBS semi-synthetic (test)		MSE0	22	1mo ago
ACIC semi-synthetic 2016 (test)		Mean Error0	22	1mo ago
RORCO semi-synthetic		MSE0	22	1mo ago
TWINS		Mean Effect0	15	1mo ago
US Bureau of Labor Statistics state-level unemployment Heterogeneous treatment	Per-unit	ATET RMSE8.3	10	1mo ago
US Bureau of Labor Statistics state-level unemployment Homogeneous treatment	Per-unit	ATET RMSE8.3	10	1mo ago
Pubmed	T-learner	Runtime (s)48	8	1mo ago
Cora		Runtime (s)2	8	1mo ago
IST-3 (test)		Range of SATE-0.724	6	1mo ago
IST-3 (train)		Range of SATE-3.563	6	1mo ago
Flickr		Runtime (s)1,666	6	1mo ago
Synthetic 1D Data Extreme Imbalance + Heavy Tails, N=2000	RX-Learner	R-PEHE1.17	5	1mo ago
ACIC 2018 (all datasets)	Dragonnet	Delta All (Δ_all)0.35	4	1mo ago
ACIC 2022	InferenceEvolve	Best Performance14.41	2	11d ago
MIMIC-III semi-synthetic (test)	-	-	0	1mo ago

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