SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 426–450 of 1237 papers

TitleStatusHype
Fed-MIWAE: Federated Imputation of Incomplete Data via Deep Generative Models—0
Discordance Minimization-based Imputation Algorithms for Missing Values in Rating Data—0
FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer Encoders—0
DIM-SUM: Dynamic IMputation for Smart Utility Management—0
Filling in Missing FX Implied Volatilities with Uncertainties: Improving VAE-Based Volatility Imputation—0
Boundary-enhanced time series data imputation with long-term dependency diffusion models—0
Dimensionality reduction with missing values imputation—0
Conditional Lagrangian Wasserstein Flow for Time Series Imputation—0
A step towards the integration of machine learning and small area estimation—0
Finding Short Signals in Long Irregular Time Series with Continuous-Time Attention Policy Networks—0
Fine-tuning -- a Transfer Learning approach—0
A nonparametric HMM for genetic imputation and coalescent inference—0
Flexible Motion In-betweening with Diffusion Models—0
Graph Signal Adaptive Message Passing—0
Diffusion Models for Time Series Applications: A Survey—0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
Forecasting the Price of Rice in Banda Aceh after Covid-19—0
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation—0
Constructing High Frequency Economic Indicators by Imputation—0
Clustering-based Imputation for Dropout Buyers in Large-scale Online Experimentation—0
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems—0
A General Framework for Uncertainty Quantification via Neural SDE-RNN—0
FRAMM: Fair Ranking with Missing Modalities for Clinical Trial Site Selection—0
Graph Sanitation with Application to Node Classification—0
Handling Missing Data via Max-Entropy Regularized Graph Autoencoder—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