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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 311–320 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	0	5
HeMIS: Hetero-Modal Image Segmentation	Jul 18, 2016	Image SegmentationImputation	CodeCode Available	0	5
Icebreaker: Element-wise Active Information Acquisition with Bayesian Deep Latent Gaussian Model	Aug 13, 2019	Active LearningBIG-bench Machine Learning	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
Blind Image Denoising and Inpainting Using Robust Hadamard Autoencoders	Jan 26, 2021	Anomaly DetectionDenoising	CodeCode Available	0	5
Generative inpainting of incomplete Euclidean distance matrices of trajectories generated by a fractional Brownian motion	Apr 10, 2024	Imputation	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
Annotation Imputation to Individualize Predictions: Initial Studies on Distribution Dynamics and Model Predictions	May 24, 2023	Imputationvalid	CodeCode Available	0	5
BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks	Apr 10, 2024	Imputation	CodeCode Available	0	5
Ghost Imputation: Accurately Reconstructing Missing Data of the Off Period	May 3, 2020	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