SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1–10 of 1237 papers

TitleStatusHype
TimesNet: Temporal 2D-Variation Modeling for General Time Series AnalysisCode6
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive AnalysisCode5
Can Foundation Models Wrangle Your Data?Code5
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic DataCode4
A Survey on Diffusion Models for Time Series and Spatio-Temporal DataCode4
UniTS: A Unified Multi-Task Time Series ModelCode4
Timer: Generative Pre-trained Transformers Are Large Time Series ModelsCode4
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted TreesCode4
TSI-Bench: Benchmarking Time Series ImputationCode3
Diffusion-TS: Interpretable Diffusion for General Time Series GenerationCode3
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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