SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 991–1000 of 1237 papers

TitleStatusHype
Sampling-guided Heterogeneous Graph Neural Network with Temporal Smoothing for Scalable Longitudinal Data Imputation—0
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations—0
Convolutional Imputation of Matrix Networks—0
Convolutional Neural Processes for Inpainting Satellite Images—0
sasdim: self-adaptive noise scaling diffusion model for spatial time series imputation—0
CoRGi: Content-Rich Graph Neural Networks with Attention—0
A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals—0
Correlated Attention in Transformers for Multivariate Time Series—0
Scalable Data Balancing for Unlabeled Satellite Imagery—0
Correlation visualization under missing values: a comparison between imputation and direct parameter estimation methods—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