Treatment Effect Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
IHDP disconnected regime (m1 = 0) (test)	Proposed-B	PEHE2.11	40	1mo ago
IHDP	InferenceEvolve	PEHE Mean1.392	27	1mo ago
HC-MNIST		rPEHE (Output)0.513	23	2mo ago
NEWS semi-synthetic		Mean Error0	22	3mo ago
ACIC semi-synthetic 2017		Mean TEE Error0	22	3mo ago
RORCO Real		Mean Error-0.29	22	3mo ago
NEWS semi-synthetic (test)		MSE0	22	3mo ago
JOBS semi-synthetic (test)		MSE0	22	3mo ago
ACIC semi-synthetic 2016 (test)		Mean Error0	22	3mo ago
RORCO semi-synthetic		MSE0	22	3mo ago
TWINS		Mean Effect0	15	3mo ago
Linear synthetic scenario Case d	Surrogate Sampl.	MAE0.03	10	21d ago
Linear synthetic scenario Case c		MAE0.01	10	21d ago
Linear synthetic scenario Case b	Bound reg.	MAE0.01	10	21d ago
Linear synthetic scenario Case a		MAE0.02	10	21d ago
US Bureau of Labor Statistics state-level unemployment Heterogeneous treatment	Per-unit	ATET RMSE8.3	10	3mo ago
US Bureau of Labor Statistics state-level unemployment Homogeneous treatment	Per-unit	ATET RMSE8.3	10	3mo ago
Pubmed	T-learner	Runtime (s)48	8	3mo ago
Cora		Runtime (s)2	8	3mo ago
DW Data	DragonNet	Average Treatment Effect (ATE)2,555.009	6	1mo ago
IHDP Data		ATE3.325	6	1mo ago
IST-3 (test)		Range of SATE-0.724	6	2mo ago
IST-3 (train)		Range of SATE-3.563	6	2mo ago
Flickr		Runtime (s)1,666	6	3mo ago
Synthetic 1D Data Extreme Imbalance + Heavy Tails, N=2000	RX-Learner	R-PEHE1.17	5	3mo ago

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