SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 241–250 of 1237 papers

TitleStatusHype
Do We Really Need to Drop Items with Missing Modalities in Multimodal Recommendation?Code0
On Missing Scores in Evolving Multibiometric Systems—0
Trajectory Imputation in Multi-Agent Sports with Derivative-Accumulating Self-Ensemble—0
On the Necessity of World Knowledge for Mitigating Missing Labels in Extreme ClassificationCode0
To Impute or Not: Recommendations for Multibiometric Fusion—0
A Bayesian Classification Trees Approach to Treatment Effect Variation with Noncompliance—0
An End-to-End Model for Time Series Classification In the Presence of Missing Values—0
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationCode1
Pretrained-Guided Conditional Diffusion Models for Microbiome Data AnalysisCode1
Table Transformers for Imputing Textual AttributesCode0
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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