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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 91–100 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation	Dec 4, 2023	ImputationInductive Bias	CodeCode Available	1	5
Imputer: Sequence Modelling via Imputation and Dynamic Programming	Feb 20, 2020	Imputationspeech-recognition	CodeCode Available	1	5
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities	Jul 19, 2024	ImputationRecommendation Systems	CodeCode Available	1	5
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid Fusion	Jun 21, 2024	Imputation	CodeCode Available	1	5
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Jul 7, 2021	Audio SynthesisImage Generation	CodeCode Available	1	5
Are Attribute Inference Attacks Just Imputation?	Sep 2, 2022	AttributeImputation	CodeCode Available	1	5
Conformal Prediction with Missing Values	Jun 5, 2023	Conformal PredictionData Augmentation	CodeCode Available	1	5
Lipschitz standardization for multivariate learning	Feb 26, 2020	ImputationMulti-Task Learning	CodeCode Available	1	5
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data	Oct 23, 2020	Deep LearningImputation	CodeCode Available	1	5
AutoDebias: Learning to Debias for Recommendation	May 10, 2021	ImputationMeta-Learning	CodeCode Available	1	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