SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 41–50 of 1237 papers

TitleStatusHype
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
AutoDebias: Learning to Debias for RecommendationCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
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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