SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 561–570 of 1237 papers

TitleStatusHype
Karhunen-Loève Data Imputation in High Contrast Imaging—0
ImputeGAP: A Comprehensive Library for Time Series Imputation—0
An End-to-End Model for Time Series Classification In the Presence of Missing Values—0
A computational study on imputation methods for missing environmental data—0
Deep Attention-Based Supernovae Classification of Multi-Band Light-Curves—0
Jellyfish: A Large Language Model for Data Preprocessing—0
Joint data imputation and mechanistic modelling for simulating heart-brain interactions in incomplete datasets—0
Imputation techniques on missing values in breast cancer treatment and fertility data—0
Deep Amortized Variational Inference for Multivariate Time Series Imputation with Latent Gaussian Process Models—0
Deconvolutional Networks on Graph Data—0
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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