SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1211–1220 of 1237 papers

TitleStatusHype
Collaboratively Learning Linear Models with Structured Missing Data—0
Driving Mechanisms and Forecasting of China's Pet Population-An ARIMA-RF-HW Hybrid Approach—0
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning—0
Cohort-Based Active Modality Acquisition—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
GANravel: User-Driven Direction Disentanglement in Generative Adversarial Networks—0
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
Some of the variables, some of the parameters, some of the times, with some physics known: Identification with partial information—0
CodeBrain: Impute Any Brain MRI via Instance-specific Scalar-quantized Codes—0
Gaussian process imputation of multiple financial series—0
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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