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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 1151–1160 of 1237 papers

Title	Date	Tasks	Status	Hype
On the consistency of supervised learning with missing values	Feb 19, 2019	AttributeImputation	CodeCode Available	0
On the Necessity of World Knowledge for Mitigating Missing Labels in Extreme Classification	Aug 18, 2024	ImputationMissing Labels	CodeCode Available	0
On Tractable Computation of Expected Predictions	Oct 5, 2019	FairnessImputation	CodeCode Available	0
Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight	Nov 28, 2023	DenoisingImputation	CodeCode Available	0
Optimal Transport for Structure Learning Under Missing Data	Feb 23, 2024	Causal DiscoveryImputation	CodeCode Available	0
ORBITS: Online Recovery of Missing Blocks in Multiple Time Series Streams	Nov 1, 2020	ImputationMultivariate Time Series Imputation	CodeCode Available	0
Parse Imputation for Dependency Annotations	Jul 1, 2015	Dependency ParsingImputation	CodeCode Available	0
Partial Channel Dependence with Channel Masks for Time Series Foundation Models	Oct 30, 2024	Anomaly DetectionImputation	CodeCode Available	0
Path Imputation Strategies for Signature Models of Irregular Time Series	May 25, 2020	ImputationIrregular Time Series	CodeCode Available	0
Performance of Machine Learning Classifiers for Anomaly Detection in Cyber Security Applications	Apr 26, 2025	Active LearningAnomaly Detection	CodeCode Available	0

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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