SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 201–250 of 1237 papers

TitleStatusHype
Probabilistic Spatial Interpolation of Sparse Data using Diffusion Models—0
Covariate-Adjusted Deep Causal Learning for Heterogeneous Panel Data Models—0
MedDreamer: Model-Based Reinforcement Learning with Latent Imagination on Complex EHRs for Clinical Decision Support—0
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided GateCode0
Multimodal Federated Learning With Missing Modalities through Feature Imputation NetworkCode0
Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization—0
Joint Relational Database Generation via Graph-Conditional Diffusion Models—0
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling—0
Cohort-Based Active Modality Acquisition—0
NY Real Estate Racial Equity Analysis via Applied Machine Learning—0
RefiDiff: Refinement-Aware Diffusion for Efficient Missing Data Imputation—0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients—0
TSPulse: Dual Space Tiny Pre-Trained Models for Rapid Time-Series Analysis—0
Alternators With Noise Models—0
Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian ProcessesCode0
Driving Mechanisms and Forecasting of China's Pet Population-An ARIMA-RF-HW Hybrid Approach—0
Imputation-free and Alignment-free: Incomplete Multi-view Clustering Driven by Consensus Semantic Learning—0
Missing Data Imputation by Reducing Mutual Information with Rectified Flows—0
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing DataCode0
Clustering Rooftop PV Systems via Probabilistic EmbeddingsCode0
Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture—0
Revealing economic facts: LLMs know more than they say—0
Machine Learning-Based Detection of DDoS Attacks in VANETs for Emergency Vehicle Communication—0
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism—0
Activity and Subject Detection for UCI HAR Dataset with & without missing Sensor DataCode0
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