SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 91–100 of 1237 papers

TitleStatusHype
Incomplete Multi-view Clustering via Prototype-based ImputationCode1
PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal ImputationCode1
Data Imputation with Iterative Graph ReconstructionCode1
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image SynthesisCode1
Diffusion models for missing value imputation in tabular dataCode1
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing DataCode1
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingCode1
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt LearningCode1
T2FPV: Dataset and Method for Correcting First-Person View Errors in Pedestrian Trajectory PredictionCode1
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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