SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 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
Show:102550
← PrevPage 3 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