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Imputation

Substituting missing data with values according to some criteria.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
A Kernel-Expanded Stochastic Neural Network	Jan 14, 2022	ImputationPrediction	CodeCode Available	0	5
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Dec 24, 2024	Graph structure learningImputation	CodeCode Available	0	5
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurements	May 6, 2019	Domain AdaptationImputation	CodeCode Available	0	5
A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen Models	Jun 10, 2025	Imputation	CodeCode Available	0	5
Change point detection for graphical models in the presence of missing values	Jul 11, 2019	Change Point DetectionImputation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
GUIDE-VAE: Advancing Data Generation with User Information and Pattern Dictionaries	Nov 6, 2024	ImputationSynthetic Data Generation	CodeCode Available	0	5
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	0	5
Ghost Imputation: Accurately Reconstructing Missing Data of the Off Period	May 3, 2020	Imputation	CodeCode Available	0	5
Geometry- and Accuracy-Preserving Random Forest Proximities	Jan 29, 2022	Data VisualizationImputation	CodeCode Available	0	5

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All datasets HMNIST PhysioNet Challenge 2012 Sprites

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	MSE	0	—	Unverified