SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 181–190 of 1237 papers

TitleStatusHype
Trustworthy Prediction with Gaussian Process Knowledge ScoresCode0
LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation—0
Covariance Decomposition for Distance Based Species Tree Estimation—0
Cross-Domain Conditional Diffusion Models for Time Series ImputationCode0
HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data—0
A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen ModelsCode0
Integrated Analysis for Electronic Health Records with Structured and Sporadic MissingnessCode0
Filling in the Blanks: Applying Data Imputation in incomplete Water Metering Data—0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
Addressing Correlated Latent Exogenous Variables in Debiased Recommender SystemsCode0
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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