Data Imputation on eICU MNAR 50% missingness benchmark leaderboard · SOTA2 Research

Data Imputation on eICU MNAR 50% missingness

0.148NRMSEMean/Mode

Evaluation Results

Method	Links
Mean/Mode2026.01		0.148	-0.154	0	37.2	0
MissForest2026.01		0.173	-0.563	0.188	47.6	0.109
MIWAE2026.01		0.173	-0.633	0.173	49.6	0.12
SNI2026.01		0.186	-0.769	0.102	30.3	0
SNI-M2026.01		0.186	-0.769	0.102	30.3	0
KNN2026.01		0.189	-0.889	0.004	41.3	0.017
MICE2026.01		0.201	-1.128	0.079	47.6	0.059
GAIN2026.01		0.318	-5.938	-0.001	41.4	0.004