SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 581–590 of 1237 papers

TitleStatusHype
AutoFed: Heterogeneity-Aware Federated Multimodal Learning for Robust Autonomous Driving—0
Revisiting Initializing Then Refining: An Incomplete and Missing Graph Imputation Network—0
Inferring Player Location in Sports Matches: Multi-Agent Spatial Imputation from Limited Observations—0
Variational Mixture of HyperGenerators for Learning Distributions Over FunctionsCode0
Deep Imputation of Missing Values in Time Series Health Data: A Review with Benchmarking—0
Participatory Personalization in Classification—0
Finding Short Signals in Long Irregular Time Series with Continuous-Time Attention Policy Networks—0
IRTCI: Item Response Theory for Categorical Imputation—0
ClueGAIN: Application of Transfer Learning On Generative Adversarial Imputation Nets (GAIN)—0
Single Cells Are Spatial Tokens: Transformers for Spatial Transcriptomic 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