SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 26–50 of 1237 papers

TitleStatusHype
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMsCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
Image Inpainting with Learnable Feature ImputationCode2
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
Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTMCode1
AutoDebias: Learning to Debias for RecommendationCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
Gaussian Processes for Missing Value ImputationCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Flow Models for Arbitrary Conditional LikelihoodsCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
FM-TS: Flow Matching for Time Series GenerationCode1
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series DataCode1
Diffusion models for missing value imputation in tabular dataCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
Deep Gaussian Process Emulation using Stochastic ImputationCode1
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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