Imputation

Substituting missing data with values according to some criteria.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 1237 papers

Title	Date	Tasks	Status	Score
Table Transformers for Imputing Textual Attributes	Aug 4, 2024	ImputationMulti-Task Learning	CodeCode Available	5
Missing Data Imputation with Adversarially-trained Graph Convolutional Networks	May 6, 2019	DenoisingImputation	CodeCode Available	5
Arbitrary Conditional Distributions with Energy	May 21, 2021	Arbitrary Conditional Density EstimationDensity Estimation	CodeCode Available	5
Image Inpainting Using Wasserstein Generative Adversarial Imputation Network	Jun 23, 2021	Image InpaintingImputation	CodeCode Available	5
Imputation and low-rank estimation with Missing Not At Random data	Dec 29, 2018	ImputationMatrix Completion	CodeCode Available	5
Unsupervised dynamic modeling of medical image transformation	Mar 1, 2021	DenoisingDimensionality Reduction	CodeCode Available	5
Arbitrary Conditional Distributions with Energy	Feb 8, 2021	Arbitrary Conditional Density EstimationImputation	CodeCode Available	5
CLEAR: Coverage-based Limiting-cell Experiment Analysis for RNA-seq	May 23, 2019	Imputation	CodeCode Available	5
HexaGAN: Generative Adversarial Nets for Real World Classification	Feb 26, 2019	ClassificationGeneral Classification	CodeCode Available	5
CleanSurvival: Automated data preprocessing for time-to-event models using reinforcement learning	Feb 6, 2025	ImputationOutlier Detection	CodeCode Available	5
Classification of Stress via Ambulatory ECG and GSR Data	Jul 19, 2022	ClassificationImputation	CodeCode Available	5
A Kernel-Expanded Stochastic Neural Network	Jan 14, 2022	ImputationPrediction	CodeCode Available	5
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	5
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurements	May 6, 2019	Domain AdaptationImputation	CodeCode Available	5
Hard and Soft EM in Bayesian Network Learning from Incomplete Data	Dec 9, 2020	Imputation	CodeCode Available	5
A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen Models	Jun 10, 2025	Imputation	CodeCode Available	5
Change point detection for graphical models in the presence of missing values	Jul 11, 2019	Change Point DetectionImputation	CodeCode Available	5
HeMIS: Hetero-Modal Image Segmentation	Jul 18, 2016	Image SegmentationImputation	CodeCode Available	5
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Dec 24, 2024	Graph structure learningImputation	CodeCode Available	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	5
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	May 23, 2019	ImputationMachine Translation	CodeCode Available	5
CDR: Conservative Doubly Robust Learning for Debiased Recommendation	Aug 13, 2023	ImputationRecommendation Systems	CodeCode Available	5
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare Data	Mar 3, 2021	Bayesian InferenceImputation	CodeCode Available	5
GUIDE-VAE: Advancing Data Generation with User Information and Pattern Dictionaries	Nov 6, 2024	ImputationSynthetic Data Generation	CodeCode Available	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	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