SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1–50 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
Predicting Postoperative Stroke in Elderly SICU Patients: An Interpretable Machine Learning Model Using MIMIC Data—0
Missing Data in Signal Processing and Machine Learning: Models, Methods and Modern Approaches—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
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory ImputationCode1
MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction—0
Probabilistic Spatial Interpolation of Sparse Data using Diffusion Models—0
Covariate-Adjusted Deep Causal Learning for Heterogeneous Panel Data Models—0
MedDreamer: Model-Based Reinforcement Learning with Latent Imagination on Complex EHRs for Clinical Decision Support—0
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided GateCode0
Multimodal Federated Learning With Missing Modalities through Feature Imputation NetworkCode0
Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization—0
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent ModellingCode0
Cohort-Based Active Modality Acquisition—0
Joint Relational Database Generation via Graph-Conditional Diffusion Models—0
NY Real Estate Racial Equity Analysis via Applied Machine Learning—0
RefiDiff: Refinement-Aware Diffusion for Efficient Missing Data Imputation—0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients—0
TSPulse: Dual Space Tiny Pre-Trained Models for Rapid Time-Series Analysis—0
Alternators With Noise Models—0
Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian ProcessesCode0
Missing Data Imputation by Reducing Mutual Information with Rectified Flows—0
Driving Mechanisms and Forecasting of China's Pet Population-An ARIMA-RF-HW Hybrid Approach—0
Imputation-free and Alignment-free: Incomplete Multi-view Clustering Driven by Consensus Semantic Learning—0
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing DataCode0
Clustering Rooftop PV Systems via Probabilistic EmbeddingsCode0
Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture—0
Revealing economic facts: LLMs know more than they say—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