SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1001–1010 of 1237 papers

TitleStatusHype
Scalable imputation of genetic data with a discrete fragmentation-coagulation process—0
Scalable Joint Models for Reliable Uncertainty-Aware Event Prediction—0
CounterCLR: Counterfactual Contrastive Learning with Non-random Missing Data in Recommendation—0
CATE Estimation With Potential Outcome Imputation From Local Regression—0
Algorithmic Recourse with Missing Values—0
Scalable Low-Rank Tensor Learning for Spatiotemporal Traffic Data Imputation—0
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning—0
Covariance Decomposition for Distance Based Species Tree Estimation—0
Covariate-Adjusted Deep Causal Learning for Heterogeneous Panel Data Models—0
Scaling Experiments in Self-Supervised Cross-Table Representation Learning—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