SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 711–720 of 1237 papers

TitleStatusHype
Batch-Adaptive Annotations for Causal Inference with Complex-Embedded Outcomes—0
Misguided Use of Observed Covariates to Impute Missing Covariates in Conditional Prediction: A Shrinkage Problem—0
MISNN: Multiple Imputation via Semi-parametric Neural Networks—0
The Virtual Patch Clamp: Imputing C. elegans Membrane Potentials from Calcium Imaging—0
TI-ASU: Toward Robust Automatic Speech Understanding through Text-to-speech Imputation Against Missing Speech Modality—0
MissForest - nonparametric missing value imputation for mixed-type data—0
missForestPredict -- Missing data imputation for prediction settings—0
Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased Recommendations—0
Missing Data Imputation by Reducing Mutual Information with Rectified Flows—0
Missing Data Imputation for Classification Problems—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified