SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 81–90 of 1237 papers

TitleStatusHype
FM-TS: Flow Matching for Time Series GenerationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
Gaussian Processes for Missing Value ImputationCode1
Generative Imputation and Stochastic PredictionCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
Data Imputation with Iterative Graph ReconstructionCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
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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