SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 11–20 of 1237 papers

TitleStatusHype
TOTEM: TOkenized Time Series EMbeddings for General Time Series AnalysisCode3
Deep Learning for Multivariate Time Series Imputation: A SurveyCode3
Deep Learning in Single-Cell AnalysisCode3
BMFM-DNA: A SNP-aware DNA foundation model to capture variant effectsCode2
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMsCode2
Russian Financial Statements Database: A firm-level collection of the universe of financial statementsCode2
Retrieval-Augmented Dynamic Prompt Tuning for Incomplete Multimodal LearningCode2
TabDiff: a Multi-Modal Diffusion Model for Tabular Data GenerationCode2
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting MaskCode2
Integrate Any Omics: Towards genome-wide data integration for patient stratificationCode2
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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