SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 126–150 of 1237 papers

TitleStatusHype
Imputer: Sequence Modelling via Imputation and Dynamic ProgrammingCode1
Identifiable Generative Models for Missing Not at Random Data ImputationCode1
Conditional expectation with regularization for missing data imputationCode1
Handling Missing Data with Graph Representation LearningCode1
Incomplete Multi-view Clustering via Prototype-based ImputationCode1
Generative Imputation and Stochastic PredictionCode1
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
From data to functa: Your data point is a function and you can treat it like oneCode1
Gaussian Processes for Missing Value ImputationCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
Imaging Time-Series to Improve Classification and ImputationCode1
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Conformal Prediction with Missing ValuesCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
A Bayesian Model of Dose-Response for Cancer Drug StudiesCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
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