SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 471–480 of 1237 papers

TitleStatusHype
Generalized Simplicial Attention Neural NetworksCode0
sasdim: self-adaptive noise scaling diffusion model for spatial time series imputation—0
Karhunen-Loève Data Imputation in High Contrast Imaging—0
Large Language Models as Data Preprocessors—0
Multiple Augmented Reduced Rank Regression for Pan-Cancer AnalysisCode0
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
Missing Data Imputation Based on Dynamically Adaptable Structural Equation Modeling with Self-AttentionCode0
Imputing Brain Measurements Across Data Sets via Graph Neural NetworksCode0
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRsCode0
Development of a Neural Network-based Method for Improved Imputation of Missing Values in Time Series Data by Repurposing DataWig—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