SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 1237 papers

TitleStatusHype
Are Attribute Inference Attacks Just Imputation?Code1
Traffic state data imputation: An efficient generating method based on the graph aggregatorCode1
On Non-Random Missing Labels in Semi-Supervised LearningCode1
STREAMLINE: A Simple, Transparent, End-To-End Automated Machine Learning Pipeline Facilitating Data Analysis and Algorithm ComparisonCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse ObservationsCode1
Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patternsCode1
Gaussian Processes for Missing Value ImputationCode1
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level PredictionsCode1
Survival Analysis for Idiopathic Pulmonary Fibrosis using CT Images and Incomplete Clinical DataCode1
Simplicial Attention Neural NetworksCode1
Missing Data Infill with AutomungeCode1
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte CarloCode1
From data to functa: Your data point is a function and you can treat it like oneCode1
Time Series Generation with Masked AutoencoderCode1
MIRACLE: Causally-Aware Imputation via Learning Missing Data MechanismsCode1
Identifiable Generative Models for Missing Not at Random Data ImputationCode1
MisConv: Convolutional Neural Networks for Missing DataCode1
Revisiting Event Study Designs: Robust and Efficient EstimationCode1
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series ImputationCode1
Deep Gaussian Process Emulation using Stochastic ImputationCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
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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