SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 51–75 of 1237 papers

TitleStatusHype
Handling Missing Data with Graph Representation LearningCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
Generative Imputation and Stochastic PredictionCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Imputer: Sequence Modelling via Imputation and Dynamic ProgrammingCode1
Incomplete Multi-view Clustering via Prototype-based ImputationCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
A Multi-Scale Decomposition MLP-Mixer for Time Series AnalysisCode1
Joints in Random ForestsCode1
FM-TS: Flow Matching for Time Series GenerationCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
AutoDebias: Learning to Debias for RecommendationCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Generative Table Pre-training Empowers Models for Tabular PredictionCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
Diffusion models for missing value imputation in tabular dataCode1
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion ModelsCode1
Are Attribute Inference Attacks Just Imputation?Code1
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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