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
Retrieval-Based Transformer for Table AugmentationCode1
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural RepresentationsCode1
Conformal Prediction with Missing ValuesCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Trans-Dimensional Generative Modeling via Jump Diffusion ModelsCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and PredictionCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
PriSTI: A Conditional Diffusion Framework for Spatiotemporal ImputationCode1
Transformed Distribution Matching for Missing Value ImputationCode1
Single Cells Are Spatial Tokens: Transformers for Spatial Transcriptomic Data ImputationCode1
Multi-Source Diffusion Models for Simultaneous Music Generation and SeparationCode1
Conditional expectation with regularization for missing data imputationCode1
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time SeriesCode1
Incomplete Multi-view Clustering via Prototype-based ImputationCode1
PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal ImputationCode1
Data Imputation with Iterative Graph ReconstructionCode1
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image SynthesisCode1
Diffusion models for missing value imputation in tabular dataCode1
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing DataCode1
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingCode1
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt LearningCode1
T2FPV: Dataset and Method for Correcting First-Person View Errors in Pedestrian Trajectory PredictionCode1
Show:102550
← PrevPage 4 of 50Next →
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