SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 876–900 of 1237 papers

TitleStatusHype
STING: Self-attention based Time-series Imputation Networks using GAN—0
STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation—0
stMCDI: Masked Conditional Diffusion Model with Graph Neural Network for Spatial Transcriptomics Data Imputation—0
ST-MVL: Filling Missing Values in Geo-Sensory Time Series Data—0
Streetscapes: Large-scale Consistent Street View Generation Using Autoregressive Video Diffusion—0
Structured Bayesian Gaussian process latent variable model—0
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors—0
Supervised Learning for Multi-Block Incomplete Data—0
Supervised learning with incomplete data via sparse representations—0
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction—0
Synergizing Data Imputation and Electronic Health Records for Advancing Prostate Cancer Research: Challenges, and Practical Applications—0
Synthesizing Proton-Density Fat Fraction and R_2^* from 2-point Dixon MRI with Generative Machine Learning—0
TabSim: A Siamese Neural Network for Accurate Estimation of Table Similarity—0
Tabular Data Imputation: Choose KNN over Deep Learning—0
Task-Augmented Cross-View Imputation Network for Partial Multi-View Incomplete Multi-Label Classification—0
Data imputation and comparison of custom ensemble models with existing libraries like XGBoost, Scikit learn, etc. for Predictive Equipment failure—0
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation—0
An Efficient Data Imputation Technique for Human Activity Recognition—0
Temporal Graph Signal Decomposition—0
An Empirical Study of the Downstream Reliability of Pre-Trained Word Embeddings—0
Data Imputation through the Identification of Local Anomalies—0
Temporal Matrix Completion with Locally Linear Latent Factors for Medical Applications—0
Temporal Variational Implicit Neural Representations—0
The Challenge of Imputation in Explainable Artificial Intelligence Models—0
The influence of missing data mechanisms and simple missing data handling techniques on fairness—0
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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