SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 41–50 of 1237 papers

TitleStatusHype
UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal LearningCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationCode1
Pretrained-Guided Conditional Diffusion Models for Microbiome Data AnalysisCode1
Self-Supervision Improves Diffusion Models for Tabular Data ImputationCode1
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income CommunitiesCode1
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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