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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 281–290 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness	Aug 13, 2022	FairnessImputation	CodeCode Available	0	5
Handling Incomplete Heterogeneous Data using VAEs	Jul 10, 2018	Imputation	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
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Dec 24, 2024	Graph structure learningImputation	CodeCode Available	0	5
3DG: A Framework for Using Generative AI for Handling Sparse Learner Performance Data From Intelligent Tutoring Systems	Jan 29, 2024	Generative Adversarial NetworkImputation	CodeCode Available	0	5
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0	5
BRITS: Bidirectional Recurrent Imputation for Time Series	May 27, 2018	General ClassificationImputation	CodeCode Available	0	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	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