SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 611–620 of 1237 papers

TitleStatusHype
Laplacian Convolutional Representation for Traffic Time Series Imputation—0
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image SynthesisCode1
Handling Missing Data via Max-Entropy Regularized Graph Autoencoder—0
Bayesian Simultaneous Factorization and Prediction Using Multi-Omic DataCode0
Utility Assessment of Synthetic Data Generation MethodsCode0
Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete DataCode0
Imputation of Missing Streamflow Data at Multiple Gauging Stations in Benin Republic—0
The Missing Indicator Method: From Low to High DimensionsCode0
On counterfactual inference with unobserved confounding—0
Dealing with missing data using attention and latent space regularizationCode0
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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