SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 681–690 of 1237 papers

TitleStatusHype
MAIN: Multihead-Attention Imputation Networks—0
Malicious URL Detection using optimized Hist Gradient Boosting Classifier based on grid search method—0
Spatiotemporal Regularized Tucker Decomposition Approach for Traffic Data Imputation—0
Blockwise Principal Component Analysis for monotone missing data imputation and dimensionality reduction—0
MARIA: a Multimodal Transformer Model for Incomplete Healthcare Data—0
MarkerMap: nonlinear marker selection for single-cell studies—0
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis—0
Masking the Gaps: An Imputation-Free Approach to Time Series Modeling with Missing Data—0
Matrix Completion, Counterfactuals, and Factor Analysis of Missing Data—0
BlockEcho: Retaining Long-Range Dependencies for Imputing Block-Wise Missing Data—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