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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 291–300 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Hard and Soft EM in Bayesian Network Learning from Incomplete Data	Dec 9, 2020	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
Handling Incomplete Heterogeneous Data using VAEs	Jul 10, 2018	Imputation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data	May 16, 2025	ImputationMissing Values	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
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	0	5
Bootstrapping and Multiple Imputation Ensemble Approaches for Missing Data	Feb 1, 2018	DiversityImputation	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0	5
Boosting Spectral Clustering on Incomplete Data via Kernel Correction and Affinity Learning	Nov 3, 2023	ClusteringImputation	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