SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 161–170 of 1237 papers

TitleStatusHype
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte CarloCode1
Missing Data Imputation using Optimal TransportCode1
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
MOGPTK: The Multi-Output Gaussian Process ToolkitCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
Multi-Source Diffusion Models for Simultaneous Music Generation and SeparationCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
NRTSI: Non-Recurrent Time Series ImputationCode1
Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient FlowCode1
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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