Tabular Data Imputation on MissBench (overall) benchmark leaderboard · SOTA2 Research

Tabular Data Imputation on MissBench (overall)

94.1MCAR ScoreICE

Evaluation Results

Method	Links
ICE2025.10		94.1	91.6	79	83.3	66.2	80.9	93.4	91.8	83.2	84.8
HyperImpute2025.10		91.9	92.2	72.7	84.8	68.9	78.6	91.7	91.3	79.7	83.5
MissForest2025.10		82.3	86.2	65.5	81.8	57.9	78.3	87.5	83.6	76	77.7
ForestDiffusion2025.10		81.9	77.7	67.9	90.9	35	59.7	76.5	78.6	90.7	73.2
MICE2025.10		81.2	83	74.1	85.4	37.1	55.1	83.3	82.8	76.9	73.2
ReMasker2025.10		80.5	65.9	50.1	51.5	39.8	29.7	63.4	63.9	65.6	56.7
K-NN2025.10		73.5	74	62	79.4	74.4	62.8	74.8	75.6	83.8	73.4
TabImpute2025.10		72	71.2	65.6	63.5	88.5	67.5	69.5	68.7	74.6	71.2
OT2025.10		71.5	72.4	55.1	74.5	87.6	72	72.7	72.8	68.3	71.9
CACTI2025.10		65.9	70.7	61.1	68.1	59.2	67.5	72.6	73.2	82.1	68.9
GAIN2025.10		59.5	55.4	50.2	25.9	39.2	49.4	43	45.7	17.1	42.8
EWF-TabPFN2025.10		50.8	57.8	62.5	58.8	87.8	78.1	55.2	57.2	64.3	63.6
SoftImpute2025.10		46.4	47.9	40.6	63.6	67.5	64.5	50.7	43.6	59.6	53.8
MIWAE2025.10		40.7	46.6	28.3	59.6	70.9	61.3	50.2	49.6	56.3	51.5
Col-TabPFN2025.10		4.9	14	21.4	30.2	75.7	45.3	19.8	18.5	40.8	30.1