SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 291–300 of 1237 papers

TitleStatusHype
Under the Hood of Tabular Data Generation Models: Benchmarks with Extensive Tuning—0
TSI-Bench: Benchmarking Time Series ImputationCode3
Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models—0
Malicious URL Detection using optimized Hist Gradient Boosting Classifier based on grid search method—0
Hinge-FM2I: An Approach using Image Inpainting for Interpolating Missing Data in Univariate Time Series—0
TabPFGen -- Tabular Data Generation with TabPFNCode1
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data—0
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal QuantilesCode0
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation—0
Unleashing the Potential of Diffusion Models for Incomplete Data ImputationCode1
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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