SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 101–150 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
Marginalizable Density ModelsCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Quantified Sleep: Machine learning techniques for observational n-of-1 studiesCode1
AutoDebias: Learning to Debias for RecommendationCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Missing Value Imputation on Multidimensional Time SeriesCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values, and OutliersCode1
Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time SeriesCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
NRTSI: Non-Recurrent Time Series ImputationCode1
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular DomainCode1
PC-GAIN: Pseudo-label Conditional Generative Adversarial Imputation Networks for Incomplete DataCode1
Handling Missing Data with Graph Representation LearningCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
TeMP: Temporal Message Passing for Temporal Knowledge Graph CompletionCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
Time-series Imputation and Prediction with Bi-Directional Generative Adversarial NetworksCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
Graph Convolutional Networks for Graphs Containing Missing FeaturesCode1
Joints in Random ForestsCode1
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
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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