SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–625 of 1237 papers

TitleStatusHype
CDR: Conservative Doubly Robust Learning for Debiased RecommendationCode0
Probabilistic Imputation for Time-series Classification with Missing DataCode0
Revisiting Prompt Engineering via Declarative Crowdsourcing—0
Generative Forests—0
Diffusion-based Time Series Data Imputation for Microsoft 365—0
Collaboratively Learning Linear Models with Structured Missing Data—0
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing ValuesCode0
An Admissible Shift-Consistent Method for Recommender Systems—0
Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network—0
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputationCode0
Neural Chronos ODE: Unveiling Temporal Patterns and Forecasting Future and Past Trends in Time Series Data—0
MADS: Modulated Auto-Decoding SIREN for time series imputation—0
Online Estimation of Similarity Matrices with Incomplete DataCode0
Towards the extraction of robust sign embeddings for low resource sign language recognition—0
Numerical Data Imputation for Multimodal Data Sets: A Probabilistic Nearest-Neighbor Kernel Density ApproachCode0
Variational Counterfactual Prediction under Runtime Domain Corruption—0
Spatio-temporal DeepKriging for Interpolation and Probabilistic Forecasting—0
Virtual Human Generative Model: Masked Modeling Approach for Learning Human Characteristics—0
Forest Parameter Prediction by Multiobjective Deep Learning of Regression Models Trained with Pseudo-Target ImputationCode0
Probabilistic Learning of Multivariate Time Series with Temporal IrregularityCode0
Machine Learning Based Missing Values Imputation in Categorical Datasets—0
Leveraging text data for causal inference using electronic health recordsCode0
SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving—0
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature SetsCode0
SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental MonitoringCode0
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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