SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 71–80 of 1237 papers

TitleStatusHype
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Data Imputation with Iterative Graph ReconstructionCode1
Deep Gaussian Process Emulation using Stochastic ImputationCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series ImputationCode1
Conformal Prediction with Missing ValuesCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
Conditional expectation with regularization for missing data imputationCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
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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