SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 241–250 of 1237 papers

TitleStatusHype
A Causal Convolutional Low-rank Representation Model for Imputation of Water Quality Data—0
Deep learning with missing dataCode0
No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning—0
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments—0
Temporal Gaussian Copula For Clinical Multivariate Time Series Data ImputationCode0
Domain Adaptation Under MNAR Missingness—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm—0
Learning Data-Driven Uncertainty Set Partitions for Robust and Adaptive Energy Forecasting 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