SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 951–975 of 1237 papers

TitleStatusHype
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurementsCode0
A Kernel-Expanded Stochastic Neural NetworkCode0
A Meta-Level Learning Algorithm for Sequential Hyper-Parameter Space Reduction in AutoMLCode0
A Missing Data Imputation GAN for Character Sprite GenerationCode0
A Modulation Layer to Increase Neural Network Robustness Against Data Quality IssuesCode0
An Experimental Evaluation of Imputation Models for Spatial-Temporal Traffic DataCode0
Annotation Imputation to Individualize Predictions: Initial Studies on Distribution Dynamics and Model PredictionsCode0
Anomaly Detection on Financial Time Series by Principal Component Analysis and Neural NetworksCode0
A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen ModelsCode0
Arbitrary Conditional Distributions with EnergyCode0
Arbitrary Conditional Distributions with EnergyCode0
Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparisonCode0
A Robust and Flexible EM Algorithm for Mixtures of Elliptical Distributions with Missing DataCode0
Asynchronous Graph GeneratorCode0
Auditing Black-Box Prediction Models for Data Minimization ComplianceCode0
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksCode0
Autoencoder-based Attribute Noise Handling Method for Medical DataCode0
A Variational Autoencoder for Heterogeneous Temporal and Longitudinal DataCode0
Balancing Efficiency vs. Effectiveness and Providing Missing Label Robustness in Multi-Label Stream ClassificationCode0
BAMITA: Bayesian Multiple Imputation for Tensor ArraysCode0
Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputationCode0
Bayesian Simultaneous Factorization and Prediction Using Multi-Omic DataCode0
Benchmarking missing-values approaches for predictive models on health databasesCode0
BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional NetworksCode0
Blind Image Denoising and Inpainting Using Robust Hadamard AutoencodersCode0
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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