SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 226–250 of 1237 papers

TitleStatusHype
Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach—0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Quantum-Inspired Optimization Process for Data Imputation—0
Prediction Models That Learn to Avoid Missing ValuesCode0
A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM)—0
DOLCE: Decomposing Off-Policy Evaluation/Learning into Lagged and Current EffectsCode0
A-DARTS: Stable Model Selection for Data Repair in Time SeriesCode0
LSTM+Geo with xgBoost Filtering: A Novel Approach for Race and Ethnicity Imputation with Reduced Bias—0
OmicsQ: A User-Friendly Platform for Interactive Quantitative Omics Data AnalysisCode0
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing—0
Performance of Machine Learning Classifiers for Anomaly Detection in Cyber Security ApplicationsCode0
Decoding Latent Spaces: Assessing the Interpretability of Time Series Foundation Models for Visual Analytics—0
Model Evaluation in the Dark: Robust Classifier Metrics with Missing Labels—0
A Double-Norm Aggregated Tensor Latent Factorization Model for Temporal-Aware Traffic Speed Imputation—0
The Synthetic Imputation Approach: Generating Optimal Synthetic Texts For Underrepresented Categories In Supervised Classification Tasks—0
A Causal Convolutional Low-rank Representation Model for Imputation of Water Quality Data—0
Deep learning with missing dataCode0
No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning—0
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments—0
Temporal Gaussian Copula For Clinical Multivariate Time Series Data ImputationCode0
Domain Adaptation Under MNAR Missingness—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm—0
Learning Data-Driven Uncertainty Set Partitions for Robust and Adaptive Energy Forecasting with Missing DataCode0
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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