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
Unsupervised Medical Image Translation with Adversarial Diffusion ModelsCode2
Image Inpainting with Learnable Feature ImputationCode2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep LearningCode1
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory ImputationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and ImputationCode1
tempdisagg: A Python Framework for Temporal Disaggregation of Time Series DataCode1
Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal NarrativeCode1
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
Using matrix-product states for time-series machine learningCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
PyPulse: A Python Library for Biosignal ImputationCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal LearningCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationCode1
Pretrained-Guided Conditional Diffusion Models for Microbiome Data AnalysisCode1
Self-Supervision Improves Diffusion Models for Tabular Data ImputationCode1
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income CommunitiesCode1
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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