SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1181–1190 of 1237 papers

TitleStatusHype
FastSTI: A Fast Conditional Pseudo Numerical Diffusion Model for Spatio-temporal Traffic Data Imputation—0
FCMI: Feature Correlation based Missing Data Imputation—0
Feature Selection Approach with Missing Values Conducted for Statistical Learning: A Case Study of Entrepreneurship Survival Dataset—0
Federated-EM with heterogeneity mitigation and variance reduction—0
Federated Expectation Maximization with heterogeneity mitigation and variance reduction—0
Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network—0
Federated Learning over Harmonized Data Silos—0
Fed-MIWAE: Federated Imputation of Incomplete Data via Deep Generative Models—0
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments—0
FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer Encoders—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