Data Imputation on eICU MNAR 30% missingness benchmark leaderboard · SOTA2 Research

Data Imputation on eICU MNAR 30% missingness

0.145NRMSEMissForest

Evaluation Results

Method	Links
MissForest2026.01		0.145	-0.09	0.292	58.1	0.204
MIWAE2026.01		0.148	-0.201	0.273	58.7	0.198
Mean/Mode2026.01		0.149	-0.134	0	37.4	0
SNI2026.01		0.154	-0.178	0.235	30.3	0
SNI-M2026.01		0.154	-0.178	0.235	30.3	0
KNN2026.01		0.161	-0.306	0.135	48.5	0.066
MICE2026.01		0.186	-0.768	0.156	52.7	0.114
GAIN2026.01		0.27	-3.879	0.035	43.6	0.021