SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 941–950 of 1237 papers

TitleStatusHype
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing DataCode0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
3DG: A Framework for Using Generative AI for Handling Sparse Learner Performance Data From Intelligent Tutoring SystemsCode0
Activity and Subject Detection for UCI HAR Dataset with & without missing Sensor DataCode0
A-DARTS: Stable Model Selection for Data Repair in Time SeriesCode0
Addressing Correlated Latent Exogenous Variables in Debiased Recommender SystemsCode0
Addressing Discretization-Induced Bias in Demographic PredictionCode0
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing ValuesCode0
A Disentangled Recognition and Nonlinear Dynamics Model for Unsupervised LearningCode0
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare DataCode0
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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