SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 591–600 of 1237 papers

TitleStatusHype
Large Language Models as Data Preprocessors—0
Multiple Augmented Reduced Rank Regression for Pan-Cancer AnalysisCode0
Missing Data Imputation Based on Dynamically Adaptable Structural Equation Modeling with Self-AttentionCode0
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRsCode0
Imputing Brain Measurements Across Data Sets via Graph Neural NetworksCode0
Development of a Neural Network-based Method for Improved Imputation of Missing Values in Time Series Data by Repurposing DataWig—0
Conditional Sampling of Variational Autoencoders via Iterated Approximate Ancestral SamplingCode0
Deep Generative Imputation Model for Missing Not At Random Data—0
Semi-Supervised Learning with Multiple Imputations on Non-Random Missing Labels—0
CDR: Conservative Doubly Robust Learning for Debiased RecommendationCode0
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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