SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 126–150 of 1237 papers

TitleStatusHype
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
Diffusion models for missing value imputation in tabular dataCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Gaussian Processes for Missing Value ImputationCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Data Imputation with Iterative Graph ReconstructionCode1
Deep Gaussian Process Emulation using Stochastic ImputationCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series ImputationCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
FM-TS: Flow Matching for Time Series GenerationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Generative Imputation and Stochastic PredictionCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
Conformal Prediction with Missing ValuesCode1
A Bayesian Model of Dose-Response for Cancer Drug StudiesCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
Conditional expectation with regularization for missing data imputationCode1
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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