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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 251–260 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Dec 24, 2024	Graph structure learningImputation	CodeCode Available	0	5
Table Transformers for Imputing Textual Attributes	Aug 4, 2024	ImputationMulti-Task Learning	CodeCode Available	0	5
Arbitrary Conditional Distributions with Energy	May 21, 2021	Arbitrary Conditional Density EstimationDensity Estimation	CodeCode Available	0	5
MedGCN: Medication recommendation and lab test imputation via graph convolutional networks	Mar 31, 2019	Graph Neural NetworkImputation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	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
Improving random walk rankings with feature selection and imputation	Nov 29, 2021	feature selectionImputation	CodeCode Available	0	5
Arbitrary Conditional Distributions with Energy	Feb 8, 2021	Arbitrary Conditional Density EstimationImputation	CodeCode Available	0	5
CLEAR: Coverage-based Limiting-cell Experiment Analysis for RNA-seq	May 23, 2019	Imputation	CodeCode Available	0	5
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal View	Mar 21, 2024	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