SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 11–20 of 1237 papers

TitleStatusHype
Deep Learning for Multivariate Time Series Imputation: A SurveyCode3
Diffusion-TS: Interpretable Diffusion for General Time Series GenerationCode3
TSI-Bench: Benchmarking Time Series ImputationCode3
Retrieval-Augmented Dynamic Prompt Tuning for Incomplete Multimodal LearningCode2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time SeriesCode2
Russian Financial Statements Database: A firm-level collection of the universe of financial statementsCode2
Large Language Models Are Zero-Shot Time Series ForecastersCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series ForecastingCode2
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting MaskCode2
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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