SOTA Counterfactual Prediction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic Dataset	SICE	RMSEy0.5375	42	1mo ago
Synthetic Dataset (test)	TARNet	PEHE0.161	42	1mo ago
Synthetic Dataset	SICE	ATE Error0.0001	42	1mo ago
Synthetic Dynamic Simulation Data	DICE	ATE Error0.0029	25	1mo ago
CLEVRER Hypothesis	HCP-DCNet	CF-Acc81	9	2mo ago
SI-Blocks	HCP-DCNet	CF-Acc85	9	2mo ago
Synthetic Dataset dt=1000	SICE	PEHE8.34	6	1mo ago
Synthetic Dataset dt=500	SICE	PEHE3.44	6	1mo ago
Synthetic Dataset dt=200	SICE	PEHE1.18	6	1mo ago
Synthetic Dynamic Simulation dt=10	DICE	RMSEy0.2215	5	1mo ago
Synthetic Dynamic Simulation dt=8	DICE	RMSE (y)0.3306	5	1mo ago
Synthetic Dynamic Simulation dt=6	DICE	RMSEy0.3538	5	1mo ago
Synthetic Dynamic Simulation dt=4	DICE	RMSE (y)0.2968	5	1mo ago
Synthetic Dynamic Simulation dt=2	DICE	RMSEy0.2288	5	1mo ago
semi-synthetic MIMIC III sequence length 100 (test)	CRN	RMSE (T=1)0.27	5	3mo ago
Twins RealCause (test)	CCI	Empirical Coverage99.8	3	26d ago
Toy 4	Ours	MAE (do(n1) -> n2)0.443	2	3mo ago
Toy 3	Ours	MAE (do(n1), n2)0.451	2	3mo ago
Toy 2	Ours	MAE (do(n1) -> n2)0.303	2	3mo ago
Toy 1	Ours	MAE (do(n1) -> n2)0.434	2	3mo ago
Toy 4 (test)	Natural Counterfactuals (LBF)	MAE (do(n1) -> n2)0.158	2	3mo ago
Toy 3 (test)	Natural Counterfactuals (LBF)	MAE (do(n1) -> n2)0.443	2	3mo ago
Toy 2 (test)	Natural Counterfactuals (LBF)	MAE (do(n1) → n3)0.114	2	3mo ago
Toy 1 (test)	Natural Counterfactuals (LBF)	MAE (do(n1) → n2)0.434	2	3mo ago
Weak-3DIdent 1.0 (test)	Natural Counterfactuals (Ours)	d0.0241	2	3mo ago

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