SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1–25 of 1237 papers

TitleStatusHype
Missing value imputation with adversarial random forests -- MissARF—0
MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling—0
BMFM-DNA: A SNP-aware DNA foundation model to capture variant effectsCode2
Leveraging AI Graders for Missing Score Imputation to Achieve Accurate Ability Estimation in Constructed-Response Tests—0
DIM-SUM: Dynamic IMputation for Smart Utility Management—0
Trustworthy Prediction with Gaussian Process Knowledge ScoresCode0
LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation—0
Covariance Decomposition for Distance Based Species Tree Estimation—0
PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep LearningCode1
Cross-Domain Conditional Diffusion Models for Time Series ImputationCode0
HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data—0
A Probabilistic Framework for Imputing Genetic Distances in Spatiotemporal Pathogen ModelsCode0
Integrated Analysis for Electronic Health Records with Structured and Sporadic MissingnessCode0
Filling in the Blanks: Applying Data Imputation in incomplete Water Metering Data—0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
Addressing Correlated Latent Exogenous Variables in Debiased Recommender SystemsCode0
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data ImputationCode0
Filling the Missings: Spatiotemporal Data Imputation by Conditional DiffusionCode0
LSM-2: Learning from Incomplete Wearable Sensor Data—0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
Missing Data in Signal Processing and Machine Learning: Models, Methods and Modern Approaches—0
Predicting Postoperative Stroke in Elderly SICU Patients: An Interpretable Machine Learning Model Using MIMIC Data—0
Temporal Variational Implicit Neural Representations—0
Reconstruction of Partial Dissimilarity Matrices for Cognitive Neuroscience—0
A DNA Methylation Classification Model Predicts Organ and Disease Site—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