SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 631–640 of 1237 papers

TitleStatusHype
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
Deep Learning in Single-Cell AnalysisCode3
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing DataCode1
EGG-GAE: scalable graph neural networks for tabular data imputation—0
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingCode1
Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques—0
Learning Multivariate CDFs and Copulas using Tensor Factorization—0
Reward Imputation with Sketching for Contextual Batched Bandits—0
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt LearningCode1
Combining datasets to increase the number of samples and improve model fittingCode0
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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