SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 341–350 of 1237 papers

TitleStatusHype
Geometry- and Accuracy-Preserving Random Forest ProximitiesCode0
Do We Really Need to Drop Items with Missing Modalities in Multimodal Recommendation?Code0
An Experimental Evaluation of Imputation Models for Spatial-Temporal Traffic DataCode0
DPGAN: A Dual-Path Generative Adversarial Network for Missing Data Imputation in GraphsCode0
Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series ImputationCode0
Learning Data-Driven Uncertainty Set Partitions for Robust and Adaptive Energy Forecasting with Missing DataCode0
DUE: Dynamic Uncertainty-Aware Explanation Supervision via 3D ImputationCode0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
PRISM: Leveraging Prototype Patient Representations with Feature-Missing-Aware Calibration for EHR Data Sparsity MitigationCode0
Deep learning with missing dataCode0
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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