SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1181–1190 of 1237 papers

TitleStatusHype
RIFLE: Imputation and Robust Inference from Low Order MarginalsCode0
Robust and Scalable Gaussian Process Regression and Its ApplicationsCode0
Robustness to Missing Features using Hierarchical Clustering with Split Neural NetworksCode0
Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type DataCode0
SAITS: Self-Attention-based Imputation for Time SeriesCode0
SAVAE: Leveraging the variational Bayes autoencoder for survival analysisCode0
scVGAE: A Novel Approach using ZINB-Based Variational Graph Autoencoder for Single-Cell RNA-Seq ImputationCode0
SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series ImputationCode0
Seeing Through the Clouds: Cloud Gap Imputation with Prithvi Foundation ModelCode0
SEGAN: semi-supervised learning approach for missing data 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