Causal Inference

Benchmarks

Dataset Name	SOTA Method	Metric
IHDP connected regime	Proposed	PEHE1.57	72	1mo ago
CounterBench	CoIn	Accuracy91.8	54	8d ago
Demand (test)	NMMR-U	c-MSE (Median)14.25	34	3mo ago
Synthetic		rPEHE (out)0.652	23	2mo ago
IHDP		MSE0.0767	20	3mo ago
Flickr (Out-of-Sample)	DISIV	sqrt(PEHE)0.82	18	3mo ago
Flickr (Within-Sample)	DISIV	sqrt(PEHE)0.83	18	3mo ago
BC out-of-sample	DISIV	sqrt(PEHE)0.69	18	3mo ago
BC within-sample	DISIV	sqrt(PEHE)0.73	18	3mo ago
IHDP	CausalPFN (T = 1.0) Naïve plug-in	d_TV (Total Variation Distance)0.239	12	2mo ago
CaLM (test)	GRPO	ATE0.99	12	3mo ago
dSprite 7,500 samples (train)	NMMR-V	Causal MSE (Median)1.53	7	3mo ago
dSprite 5,000 samples (train)	NMMR-V	Causal MSE (Median)1.82	7	3mo ago
dSprite 1,000 samples (train)	NMMR-U	Causal MSE (Median)4.72	7	3mo ago
Realcause Twins 1.0 (Prior)		Mean BSE3.9	5	1mo ago
Cora semi-synthetic	Graph R-Learner (GNN+GNN)	Mean MSE0.3352	5	2mo ago
Sachs Non-additive Noise Semi-synthetic	KAAM	Accuracy (RF, Observed)68	5	2mo ago
Sachs Additive Noise Semi-synthetic	DBCM	RF Accuracy (Observed)56	5	2mo ago
DeFi Market Data	Hide-and-Shill	Causal Error14	4	8d ago
HypoSpace	IPS-GRPO	Final Recovery Rate43.91	3	3mo ago
SWaT 2015 (test)	STA-GNN	Alarms Raised22	2	2mo ago
Product Counterfeiting Dataset (test)		ATE-0.94	2	3mo ago

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