SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1–50 of 1237 papers

TitleStatusHype
TimesNet: Temporal 2D-Variation Modeling for General Time Series AnalysisCode6
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive AnalysisCode5
Can Foundation Models Wrangle Your Data?Code5
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic DataCode4
A Survey on Diffusion Models for Time Series and Spatio-Temporal DataCode4
UniTS: A Unified Multi-Task Time Series ModelCode4
Timer: Generative Pre-trained Transformers Are Large Time Series ModelsCode4
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted TreesCode4
TSI-Bench: Benchmarking Time Series ImputationCode3
Diffusion-TS: Interpretable Diffusion for General Time Series GenerationCode3
TOTEM: TOkenized Time Series EMbeddings for General Time Series AnalysisCode3
Deep Learning for Multivariate Time Series Imputation: A SurveyCode3
Deep Learning in Single-Cell AnalysisCode3
BMFM-DNA: A SNP-aware DNA foundation model to capture variant effectsCode2
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMsCode2
Russian Financial Statements Database: A firm-level collection of the universe of financial statementsCode2
Retrieval-Augmented Dynamic Prompt Tuning for Incomplete Multimodal LearningCode2
TabDiff: a Multi-Modal Diffusion Model for Tabular Data GenerationCode2
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting MaskCode2
Integrate Any Omics: Towards genome-wide data integration for patient stratificationCode2
Large Language Models Are Zero-Shot Time Series ForecastersCode2
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series ForecastingCode2
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly DetectionCode2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time SeriesCode2
Diffusion-based Time Series Imputation and Forecasting with Structured State Space ModelsCode2
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