SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 531–540 of 1237 papers

TitleStatusHype
StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments—0
Representation Learning for Wearable-Based Applications in the Case of Missing Data—0
In-Database Data ImputationCode0
Uncertainty-Aware Deep Attention Recurrent Neural Network for Heterogeneous Time Series Imputation—0
Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce DataCode0
Continuous-time Autoencoders for Regular and Irregular Time Series Imputation—0
Knowledge Enhanced Conditional Imputation for Healthcare Time-seriesCode0
SAVAE: Leveraging the variational Bayes autoencoder for survival analysisCode0
Interpretable factorization of clinical questionnaires to identify latent factors of psychopathologyCode0
A Meta-Level Learning Algorithm for Sequential Hyper-Parameter Space Reduction in AutoMLCode0
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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