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
A Survey on Diffusion Models for Time Series and Spatio-Temporal DataCode4
Timer: Generative Pre-trained Transformers Are Large Time Series ModelsCode4
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted TreesCode4
UniTS: A Unified Multi-Task Time Series ModelCode4
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic DataCode4
Deep Learning for Multivariate Time Series Imputation: A SurveyCode3
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 in Single-Cell AnalysisCode3
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly DetectionCode2
Russian Financial Statements Database: A firm-level collection of the universe of financial statementsCode2
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series ForecastingCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
Diffusion-based Time Series Imputation and Forecasting with Structured State Space ModelsCode2
BMFM-DNA: A SNP-aware DNA foundation model to capture variant effectsCode2
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting MaskCode2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Unsupervised Medical Image Translation with Adversarial Diffusion ModelsCode2
Retrieval-Augmented Dynamic Prompt Tuning for Incomplete Multimodal LearningCode2
TabDiff: a Multi-Modal Diffusion Model for Tabular Data GenerationCode2
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMsCode2
Image Inpainting with Learnable Feature ImputationCode2
Integrate Any Omics: Towards genome-wide data integration for patient stratificationCode2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time SeriesCode2
Large Language Models Are Zero-Shot Time Series ForecastersCode2
From data to functa: Your data point is a function and you can treat it like oneCode1
ACFlow: Flow Models for Arbitrary Conditional LikelihoodsCode1
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Gaussian Processes for Missing Value ImputationCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Diffusion models for missing value imputation in tabular dataCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
Data Imputation with Iterative Graph ReconstructionCode1
A Multi-Scale Decomposition MLP-Mixer for Time Series AnalysisCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
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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