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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 181–190 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Handling Incomplete Heterogeneous Data using VAEs	Jul 10, 2018	Imputation	CodeCode Available	0	5
HeMIS: Hetero-Modal Image Segmentation	Jul 18, 2016	Image SegmentationImputation	CodeCode Available	0	5
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks	Oct 10, 2024	FairnessImage Captioning	CodeCode Available	0	5
A Modulation Layer to Increase Neural Network Robustness Against Data Quality Issues	Jul 19, 2021	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
HexaGAN: Generative Adversarial Nets for Real World Classification	Feb 26, 2019	ClassificationGeneral Classification	CodeCode Available	0	5
Auditing Black-Box Prediction Models for Data Minimization Compliance	Dec 1, 2021	ImputationPrediction	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	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