SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 101–110 of 1237 papers

TitleStatusHype
Are Attribute Inference Attacks Just Imputation?Code1
Traffic state data imputation: An efficient generating method based on the graph aggregatorCode1
On Non-Random Missing Labels in Semi-Supervised LearningCode1
STREAMLINE: A Simple, Transparent, End-To-End Automated Machine Learning Pipeline Facilitating Data Analysis and Algorithm ComparisonCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse ObservationsCode1
Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patternsCode1
Gaussian Processes for Missing Value ImputationCode1
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level PredictionsCode1
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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