SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 1237 papers

TitleStatusHype
Flow Models for Arbitrary Conditional LikelihoodsCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Generative Imputation and Stochastic PredictionCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
Handling Missing Data with Graph Representation LearningCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly DetectionCode1
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
Incomplete Multi-view Clustering via Prototype-based ImputationCode1
AutoDebias: Learning to Debias for RecommendationCode1
Is your data alignable? Principled and interpretable alignability testing and integration of single-cell dataCode1
Data Imputation with Iterative Graph ReconstructionCode1
Are Attribute Inference Attacks Just Imputation?Code1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
A Bayesian Model of Dose-Response for Cancer Drug StudiesCode1
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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