SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 51–60 of 1237 papers

TitleStatusHype
From data to functa: Your data point is a function and you can treat it like oneCode1
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
ACFlow: Flow Models for Arbitrary Conditional LikelihoodsCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified