Data Imputation on eICU MNAR 10% missingness benchmark leaderboard · SOTA2 Research

Data Imputation on eICU MNAR 10% missingness

0.125NRMSEMissForest

Evaluation Results

Method	Links
MissForest2026.01		0.125	0.129	0.411	67.8	33.4
MIWAE2026.01		0.13	-0.01	0.361	63.8	27.1
SNI2026.01		0.136	0.035	0.318	30.3	0
SNI-M2026.01		0.136	0.035	0.318	30.3	0
KNN2026.01		0.142	-0.103	0.248	54.6	13.4
Mean/Mode2026.01		0.146	-0.13	0	36.9	0
MICE2026.01		0.175	-1.128	0.208	54.7	14.5
GAIN2026.01		0.2	-3.147	0.101	42	1.3