SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 51–100 of 1237 papers

TitleStatusHype
Not Another Imputation Method: A Transformer-based Model for Missing Values in Tabular DatasetsCode1
STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLMCode1
Unmasking Trees for Tabular DataCode1
Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient FlowCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
TabPFGen -- Tabular Data Generation with TabPFNCode1
Unleashing the Potential of Diffusion Models for Incomplete Data ImputationCode1
A Scoping Review of Earth Observation and Machine Learning for Causal Inference: Implications for the Geography of PovertyCode1
Time Series Representation ModelsCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series ImputationCode1
SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status PredictionCode1
Unity by Diversity: Improved Representation Learning in Multimodal VAEsCode1
TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation LearningCode1
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal ImputationCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
A Multi-Scale Decomposition MLP-Mixer for Time Series AnalysisCode1
ReMasker: Imputing Tabular Data with Masked AutoencodingCode1
Exploring Self-supervised Skeleton-based Action Recognition in Occluded EnvironmentsCode1
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
Is your data alignable? Principled and interpretable alignability testing and integration of single-cell dataCode1
Source-Free Domain Adaptation with Temporal Imputation for Time Series DataCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly DetectionCode1
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
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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