SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 141–150 of 1237 papers

TitleStatusHype
FM-TS: Flow Matching for Time Series GenerationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Generative Imputation and Stochastic PredictionCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
Conformal Prediction with Missing ValuesCode1
A Bayesian Model of Dose-Response for Cancer Drug StudiesCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
Conditional expectation with regularization for missing data imputationCode1
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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