SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 111–120 of 1237 papers

TitleStatusHype
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
PC-GAIN: Pseudo-label Conditional Generative Adversarial Imputation Networks for Incomplete DataCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Data Imputation with Iterative Graph ReconstructionCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Pretrained-Guided Conditional Diffusion Models for Microbiome Data AnalysisCode1
PriSTI: A Conditional Diffusion Framework for Spatiotemporal ImputationCode1
ACFlow: Flow Models for Arbitrary Conditional LikelihoodsCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
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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