SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1021–1030 of 1237 papers

TitleStatusHype
Do We Really Need Imputation in AutoML Predictive Modeling?Code0
Do We Really Need to Drop Items with Missing Modalities in Multimodal Recommendation?Code0
DPER: Efficient Parameter Estimation for Randomly Missing DataCode0
DPGAN: A Dual-Path Generative Adversarial Network for Missing Data Imputation in GraphsCode0
DUE: Dynamic Uncertainty-Aware Explanation Supervision via 3D ImputationCode0
Efficient Estimation and Evaluation of Prediction Rules in Semi-Supervised Settings under Stratified SamplingCode0
Efficient HLA imputation from sequential SNPs data by TransformerCode0
Embedding Imputation with Grounded Language InformationCode0
Embedding Multimodal Relational Data for Knowledge Base CompletionCode0
Enhancing Domain Word Embedding via Latent Semantic ImputationCode0
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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