Imputation

Benchmarks

Dataset Name	SOTA Method	Metric
facialexpression		RMSE0.0054	195	18d ago
PTB	RFAMoE	PRD4.16	162	4mo ago
Superconductivity (MAR)	MissForest	RMSE0.0959	72	18d ago
Superconductivity (MCAR)	MissForest	RMSE0.0908	72	18d ago
Superconductivity MNAR	Proposal	RMSE0.2724	70	18d ago
powerplant MAR	MissForest	RMSE0.5099	67	18d ago
Facial expression dataset (MNAR)		Wasserstein Distance0.1577	66	18d ago
Facial expression dataset MCAR		Wasserstein Distance0.1526	65	18d ago
Facial expression dataset (MAR)		Wasserstein Distance0.1535	64	18d ago
powerplant MCAR	MissForest	RMSE0.5665	64	18d ago
Wine MNAR	MissForest	Wasserstein Distance0.8058	63	18d ago
Wine MAR	MissForest	Wasserstein Distance0.6428	63	18d ago
Wine MCAR	MissForest	Wasserstein Distance0.6069	63	18d ago
powerplant MNAR	MissForest	RMSE0.5321	63	18d ago
PhysioNet Natural (80%) + Additional Missing 2012	T1	MSE0.049	45	4mo ago
Electricity	T1	MSE0.043	37	4mo ago
OpinionQA MNAR 140 opinion variables (W26 to W82) American Trends Panel		Median Absolute Error0.026	36	1mo ago
OpinionQA MCAR 140 opinion variables (W26 to W82) American Trends Panel		Median Absolute Error0.026	36	1mo ago
Sleep EDF Drop 6 Channel		PRD98.04	24	4mo ago
Sleep EDF Drop 3 Channel		PRD96.75	24	4mo ago
Sleep EDF Drop 1 Channel		PRD96.88	24	4mo ago
PhysioNet Challenge 2012 (test)	SAITS	MAE0.186	21	4mo ago
Milan telecommunications INTERNET	U-STS-LLM	MAE0.0898	13	2mo ago
Milan telecommunications CALL-OUT	BRITS	MAE0.0855	13	2mo ago
Milan telecommunications CALL-IN	U-STS-LLM	MAE0.0738	13	2mo ago

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