SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1101–1110 of 1237 papers

TitleStatusHype
Improving Missing Data Imputation with Deep Generative ModelsCode0
Optimal Clustering with Missing Values—0
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
Graph Neural Processes: Towards Bayesian Graph Neural Networks—0
On the consistency of supervised learning with missing valuesCode0
Robust Reinforcement Learning in POMDPs with Incomplete and Noisy Observations—0
On L_2-consistency of nearest neighbor matching—0
NAOMI: Non-Autoregressive Multiresolution Sequence ImputationCode1
CollaGAN : Collaborative GAN for Missing Image Data ImputationCode0
Supervised Learning for Multi-Block Incomplete Data—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