SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 1237 papers

TitleStatusHype
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