SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 811–820 of 1237 papers

TitleStatusHype
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
Lung Cancer Risk Estimation with Incomplete Data: A Joint Missing Imputation Perspective—0
A Modulation Layer to Increase Neural Network Robustness Against Data Quality IssuesCode0
Statistical inference using Regularized M-estimation in the reproducing kernel Hilbert space for handling missing data—0
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series ImputationCode1
Scalable Data Balancing for Unlabeled Satellite Imagery—0
Gradient Importance Learning for Incomplete ObservationsCode0
Deep Gaussian Process Emulation using Stochastic ImputationCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
Meta-learning for Matrix Factorization without Shared Rows or Columns—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