SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 261–270 of 1237 papers

TitleStatusHype
Water Quality Data Imputation via A Fast Latent Factorization of Tensors with PID-based Optimizer—0
WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion ModelsCode0
Leveraging Large Language Models to Address Data Scarcity in Machine Learning: Applications in Graphene SynthesisCode0
OCL: Ordinal Contrastive Learning for Imputating Features with Progressive Labels—0
Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios—0
Modality-Agnostic Style Transfer for Holistic Feature Imputation—0
Multiple Linked Tensor FactorizationCode0
Evaluation of Missing Data Imputation for Time Series Without Ground Truth—0
Predicting Fetal Birthweight from High Dimensional Data using Advanced Machine Learning—0
A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals—0
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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