SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1211–1220 of 1237 papers

TitleStatusHype
To Predict or Not To Predict? Proportionally Masked Autoencoders for Tabular Data ImputationCode0
Trustworthy Prediction with Gaussian Process Knowledge ScoresCode0
UAFS: Uncertainty-Aware Feature Selection for Problems with Missing DataCode0
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time SeriesCode0
Uncertainty Calibration for Counterfactual Propensity Estimation in RecommendationCode0
Unsupervised Adversarial Image InpaintingCode0
Unsupervised domain adaptation with non-stochastic missing dataCode0
Unveiling the Secrets: How Masking Strategies Shape Time Series ImputationCode0
Using Data Imputation for Signal Separation in High Contrast ImagingCode0
Utility Assessment of Synthetic Data Generation MethodsCode0
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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