SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 31–40 of 1237 papers

TitleStatusHype
MedDreamer: Model-Based Reinforcement Learning with Latent Imagination on Complex EHRs for Clinical Decision Support—0
Multimodal Federated Learning With Missing Modalities through Feature Imputation NetworkCode0
Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization—0
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Joint Relational Database Generation via Graph-Conditional Diffusion Models—0
Cohort-Based Active Modality Acquisition—0
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent ModellingCode0
NY Real Estate Racial Equity Analysis via Applied Machine Learning—0
RefiDiff: Refinement-Aware Diffusion for Efficient Missing Data Imputation—0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients—0
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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