SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 51–60 of 1237 papers

TitleStatusHype
Not Another Imputation Method: A Transformer-based Model for Missing Values in Tabular DatasetsCode1
STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLMCode1
Unmasking Trees for Tabular DataCode1
Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient FlowCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
TabPFGen -- Tabular Data Generation with TabPFNCode1
Unleashing the Potential of Diffusion Models for Incomplete Data ImputationCode1
A Scoping Review of Earth Observation and Machine Learning for Causal Inference: Implications for the Geography of PovertyCode1
Time Series Representation ModelsCode1
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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