SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 71–80 of 1237 papers

TitleStatusHype
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
Is your data alignable? Principled and interpretable alignability testing and integration of single-cell dataCode1
Source-Free Domain Adaptation with Temporal Imputation for Time Series DataCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly DetectionCode1
Retrieval-Based Transformer for Table AugmentationCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural RepresentationsCode1
Conformal Prediction with Missing ValuesCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
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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