SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 111–120 of 1237 papers

TitleStatusHype
Survival Analysis for Idiopathic Pulmonary Fibrosis using CT Images and Incomplete Clinical DataCode1
Simplicial Attention Neural NetworksCode1
Missing Data Infill with AutomungeCode1
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte CarloCode1
From data to functa: Your data point is a function and you can treat it like oneCode1
Time Series Generation with Masked AutoencoderCode1
MIRACLE: Causally-Aware Imputation via Learning Missing Data MechanismsCode1
Identifiable Generative Models for Missing Not at Random Data ImputationCode1
MisConv: Convolutional Neural Networks for Missing DataCode1
Revisiting Event Study Designs: Robust and Efficient EstimationCode1
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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