SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 171–180 of 1237 papers

TitleStatusHype
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset—0
Expert Study on Interpretable Machine Learning Models with Missing Data—0
FM-TS: Flow Matching for Time Series GenerationCode1
Filling in Missing FX Implied Volatilities with Uncertainties: Improving VAE-Based Volatility Imputation—0
Enhancing Model Fairness and Accuracy with Similarity Networks: A Methodological Approach—0
Enhancing Missing Data Imputation through Combined Bipartite Graph and Complete Directed Graph—0
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Sampling-guided Heterogeneous Graph Neural Network with Temporal Smoothing for Scalable Longitudinal Data Imputation—0
Fine-tuning -- a Transfer Learning approach—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