SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 31–40 of 1237 papers

TitleStatusHype
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory ImputationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and ImputationCode1
tempdisagg: A Python Framework for Temporal Disaggregation of Time Series DataCode1
Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal NarrativeCode1
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
Using matrix-product states for time-series machine learningCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
PyPulse: A Python Library for Biosignal ImputationCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
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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