SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 151–160 of 1237 papers

TitleStatusHype
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal ImputationCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income CommunitiesCode1
Joints in Random ForestsCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Conditional expectation with regularization for missing data imputationCode1
Conformal Prediction with Missing ValuesCode1
Data Imputation with Iterative Graph ReconstructionCode1
Diffusion models for missing value imputation in tabular dataCode1
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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