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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 441–450 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values	Jul 21, 2023	ImputationMissing Values	CodeCode Available	0	5
Data Generation as Sequential Decision Making	Jun 10, 2015	Decision MakingImputation	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0	5
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal Quantiles	Jun 5, 2024	Data IntegrationImputation	CodeCode Available	0	5
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction	Mar 28, 2024	Graph Neural NetworkImputation	CodeCode Available	0	5
Foundation Models for Generalist Geospatial Artificial Intelligence	Oct 28, 2023	Earth ObservationImputation	CodeCode Available	0	5
Data-Driven Copy-Paste Imputation for Energy Time Series	Jan 5, 2021	Fault DetectionImputation	CodeCode Available	0	5
Data Cleaning and Machine Learning: A Systematic Literature Review	Oct 3, 2023	ImputationOutlier Detection	CodeCode Available	0	5
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)	Jun 10, 2025	Computational EfficiencyImputation	CodeCode Available	0	5
Generalized Least Squares Kernelized Tensor Factorization	Dec 9, 2024	Image InpaintingImage Reconstruction	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