SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 381–390 of 1237 papers

TitleStatusHype
Mining of Switching Sparse Networks for Missing Value Imputation in Multivariate Time SeriesCode0
A Missing Data Imputation GAN for Character Sprite GenerationCode0
Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series ImputationCode0
Task-Augmented Cross-View Imputation Network for Partial Multi-View Incomplete Multi-Label Classification—0
Still More Shades of Null: An Evaluation Suite for Responsible Missing Value ImputationCode0
Towards Robust Uncertainty-Aware Incomplete Multi-View Classification—0
Imputation of Time-varying Edge Flows in Graphs by Multilinear Kernel Regression and Manifold Learning—0
Exploiting the Data Gap: Utilizing Non-ignorable Missingness to Manipulate Model Learning—0
TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model—0
Statistical Jump Model for Mixed-Type Data with 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