SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 26–50 of 1237 papers

TitleStatusHype
Image Inpainting with Learnable Feature ImputationCode2
Integrate Any Omics: Towards genome-wide data integration for patient stratificationCode2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time SeriesCode2
Large Language Models Are Zero-Shot Time Series ForecastersCode2
From data to functa: Your data point is a function and you can treat it like oneCode1
ACFlow: Flow Models for Arbitrary Conditional LikelihoodsCode1
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Gaussian Processes for Missing Value ImputationCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Diffusion models for missing value imputation in tabular dataCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
Data Imputation with Iterative Graph ReconstructionCode1
A Multi-Scale Decomposition MLP-Mixer for Time Series AnalysisCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
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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