SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 161–170 of 1237 papers

TitleStatusHype
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
On Non-Random Missing Labels in Semi-Supervised LearningCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal ImputationCode1
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
Not Another Imputation Method: A Transformer-based Model for Missing Values in Tabular DatasetsCode1
Self-Supervision Improves Diffusion Models for Tabular Data ImputationCode1
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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