SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Showing 4150 of 1237 papers

TitleStatusHype
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
FM-TS: Flow Matching for Time Series GenerationCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
Diffusion models for missing value imputation in tabular dataCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
Deep Gaussian Process Emulation using Stochastic ImputationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0Unverified