SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 501–510 of 1237 papers

TitleStatusHype
Certain and Approximately Certain Models for Statistical Learning—0
Doubly Calibrated Estimator for Recommendation on Data Missing Not At RandomCode0
Optimal Transport for Structure Learning Under Missing DataCode0
Inference for Regression with Variables Generated by AI or Machine Learning—0
Learning Cyclic Causal Models from Incomplete Data—0
Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models—0
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation—0
Doubly Robust Inference in Causal Latent Factor Models—0
Data Smoothing Filling Method based on ScRNA-Seq Data Zero-Value Identification—0
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems—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