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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 451–460 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Generalized Least Squares Kernelized Tensor Factorization	Dec 9, 2024	Image InpaintingImage Reconstruction	CodeCode Available	0	5
Addressing Discretization-Induced Bias in Demographic Prediction	May 27, 2024	ImputationPrediction	CodeCode Available	0	5
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRs	Aug 19, 2023	Contrastive LearningImputation	CodeCode Available	0	5
The low-rank hurdle model	Sep 6, 2017	ImputationMissing Values	CodeCode Available	0	5
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction	Mar 28, 2024	Graph Neural NetworkImputation	CodeCode Available	0	5
Generalized Simplicial Attention Neural Networks	Sep 5, 2023	Graph ClassificationImputation	CodeCode Available	0	5
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal View	Mar 21, 2024	Imputation	CodeCode Available	0	5
Handling Incomplete Heterogeneous Data using VAEs	Jul 10, 2018	Imputation	CodeCode Available	0	5
Gradient Importance Learning for Incomplete Observations	Jul 5, 2021	ImputationMissing Values	CodeCode Available	0	5
Leveraging variational autoencoders for multiple data imputation	Sep 30, 2022	Imputation	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