SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 101–110 of 1237 papers

TitleStatusHype
MIDA: Multiple Imputation using Denoising AutoencodersCode1
Mind the gap: an experimental evaluation of imputation of missing values techniques in time seriesCode1
Missing Data Imputation using Optimal TransportCode1
Missing Data Infill with AutomungeCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
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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