SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1201–1225 of 1237 papers

TitleStatusHype
CollaGAN: Collaborative GAN for Missing Image Data Imputation—0
SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values—0
Stochastic Collapsed Variational Inference for Structured Gaussian Process Regression Network—0
Forecasting the Price of Rice in Banda Aceh after Covid-19—0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation—0
Analytical Probability Distributions and EM-Learning for Deep Generative Networks—0
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems—0
Analytical Probability Distributions and Exact Expectation-Maximization for Deep Generative Networks—0
FragmGAN: Generative Adversarial Nets for Fragmentary Data Imputation and Prediction—0
FRAMM: Fair Ranking with Missing Modalities for Clinical Trial Site Selection—0
Collaboratively Learning Linear Models with Structured Missing Data—0
Driving Mechanisms and Forecasting of China's Pet Population-An ARIMA-RF-HW Hybrid Approach—0
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning—0
Cohort-Based Active Modality Acquisition—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
GANravel: User-Driven Direction Disentanglement in Generative Adversarial Networks—0
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
Some of the variables, some of the parameters, some of the times, with some physics known: Identification with partial information—0
CodeBrain: Impute Any Brain MRI via Instance-specific Scalar-quantized Codes—0
Gaussian process imputation of multiple financial series—0
GEDI: A Graph-based End-to-end Data Imputation Framework—0
Some performance considerations when using multi-armed bandit algorithms in the presence of missing data—0
General Causal Imputation via Synthetic Interventions—0
Generalised learning of time-series: Ornstein-Uhlenbeck processes—0
An Admissible Shift-Consistent Method for Recommender Systems—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