| AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark | Dec 9, 2024 | Missing Values | —Unverified | 0 |
| FCMI: Feature Correlation based Missing Data Imputation | Jun 26, 2021 | Feature CorrelationImputation | —Unverified | 0 |
| Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction | Dec 8, 2019 | Feature EngineeringMissing Values | —Unverified | 0 |
| Feature Selection Approach with Missing Values Conducted for Statistical Learning: A Case Study of Entrepreneurship Survival Dataset | Oct 2, 2018 | feature selectionGeneral Classification | —Unverified | 0 |
| Integrated Convolutional and Recurrent Neural Networks for Health Risk Prediction using Patient Journey Data with Many Missing Values | Nov 11, 2022 | Decision MakingImputation | —Unverified | 0 |
| Iterative missing value imputation based on feature importance | Nov 14, 2023 | Feature ImportanceImputation | —Unverified | 0 |
| Data augmentation using diffusion models to enhance inverse Ising inference | Mar 13, 2025 | Data AugmentationMissing Values | —Unverified | 0 |
| BEST : A decision tree algorithm that handles missing values | Apr 26, 2018 | General ClassificationMissing Values | —Unverified | 0 |
| Imputation of missing values in multi-view data | Oct 26, 2022 | ImputationMeta-Learning | —Unverified | 0 |
| BERT Meets Relational DB: Contextual Representations of Relational Databases | Apr 30, 2021 | Missing ValuesRepresentation Learning | —Unverified | 0 |
| An End-to-End Time Series Model for Simultaneous Imputation and Forecast | Jun 1, 2023 | ImputationMissing Values | —Unverified | 0 |
| Imputation techniques on missing values in breast cancer treatment and fertility data | Nov 16, 2020 | ImputationMissing Values | —Unverified | 0 |
| An End-to-End Model for Time Series Classification In the Presence of Missing Values | Aug 11, 2024 | ClassificationImputation | —Unverified | 0 |
| ADO: Automatic Data Optimization for Inputs in LLM Prompts | Feb 17, 2025 | Missing ValuesPrompt Engineering | —Unverified | 0 |
| Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation | Jan 1, 2020 | ImputationMachine Translation | —Unverified | 0 |
| Creating cloud-free satellite imagery from image time series with deep learning | Nov 1, 2020 | Image GenerationMissing Values | —Unverified | 0 |
| Imputation of missing sub-hourly precipitation data in a large sensor network: a machine learning approach | Mar 30, 2020 | BIG-bench Machine LearningImputation | —Unverified | 0 |
| ImputeGAP: A Comprehensive Library for Time Series Imputation | Mar 19, 2025 | BenchmarkingImputation | —Unverified | 0 |
| A DEMATEL-Based Completion Method for Incomplete Pairwise Comparison Matrix in AHP | Jul 23, 2016 | Decision MakingMissing Values | —Unverified | 0 |
| Handling missing data in model-based clustering | Jun 4, 2020 | ClusteringData Augmentation | —Unverified | 0 |
| A Consistent Method for Learning OOMs from Asymptotically Stationary Time Series Data Containing Missing Values | Aug 11, 2018 | Missing ValuesTime Series | —Unverified | 0 |
| Algorithmic Recourse with Missing Values | Apr 28, 2023 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Improving Diffusion Models for ECG Imputation with an Augmented Template Prior | Oct 24, 2023 | DenoisingImputation | —Unverified | 0 |
| Improving Trajectory Prediction in Dynamic Multi-Agent Environment by Dropping Waypoints | Sep 29, 2023 | Missing Valuesmotion prediction | —Unverified | 0 |
| Imputation for prediction: beware of diminishing returns | Jul 29, 2024 | ImputationMissing Values | —Unverified | 0 |
| IIT-GAN: Irregular and Intermittent Time-series Synthesis with Generative Adversarial Networks | Sep 29, 2021 | Missing ValuesTime Series | —Unverified | 0 |
| CoRe: Coherency Regularization for Hierarchical Time Series | Feb 21, 2025 | Missing ValuesTime Series | —Unverified | 0 |
| Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation | Jun 1, 2020 | Imitation LearningImputation | —Unverified | 0 |
| Bayesian Optimization with Missing Inputs | Jun 19, 2020 | Bayesian OptimizationMissing Values | —Unverified | 0 |
| Convolutional Point-set Representation: A Convolutional Bridge Between a Densely Annotated Image and 3D Face Alignment | Mar 17, 2018 | 3D Face AlignmentFace Alignment | —Unverified | 0 |
| An Effective Evolutionary Clustering Algorithm: Hepatitis C Case Study | Feb 27, 2014 | ClusteringMissing Values | —Unverified | 0 |
| Impact of Missing Values in Machine Learning: A Comprehensive Analysis | Oct 10, 2024 | ImputationMissing Values | —Unverified | 0 |
| Imputation of Missing Data with Class Imbalance using Conditional Generative Adversarial Networks | Dec 1, 2020 | ImputationMissing Values | —Unverified | 0 |
| Imputing missing values with unsupervised random trees | Nov 15, 2019 | ImputationMissing Values | —Unverified | 0 |
| Generative Semi-supervised Learning for Multivariate Time Series Imputation | May 18, 2021 | Generative Adversarial NetworkImputation | —Unverified | 0 |
| Convolutional Neural Processes for Inpainting Satellite Images | May 24, 2022 | Image InpaintingImputation | —Unverified | 0 |
| Geological Field Restoration through the Lens of Image Inpainting | Jun 5, 2025 | Image InpaintingMissing Values | —Unverified | 0 |
| GIG: Graph Data Imputation With Graph Differential Dependencies | Oct 21, 2024 | ImputationMissing Values | —Unverified | 0 |
| Copula-based anomaly scoring and localization for large-scale, high-dimensional continuous data | Dec 4, 2019 | Anomaly DetectionMissing Values | —Unverified | 0 |
| Gower's similarity coefficients with automatic weight selection | Jan 30, 2024 | ImputationMissing Values | —Unverified | 0 |
| General Seemingly Unrelated Local Projections | Oct 22, 2024 | Missing Values | —Unverified | 0 |
| Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations | Nov 3, 2021 | ImputationMissing Values | —Unverified | 0 |
| Correction of Faulty Background Knowledge based on Condition Aware and Revise Transformer for Question Answering | Jun 30, 2020 | Missing ValuesQuestion Answering | —Unverified | 0 |
| Bayesian Probabilistic Co-Subspace Addition | Dec 1, 2012 | Missing ValuesVariational Inference | —Unverified | 0 |
| Correlation visualization under missing values: a comparison between imputation and direct parameter estimation methods | May 10, 2023 | ImputationMissing Values | —Unverified | 0 |
| Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series | Nov 18, 2019 | ImputationMissing Values | —Unverified | 0 |
| Handling Incomplete Heterogeneous Data using a Data-Dependent Kernel | Jan 8, 2025 | Missing Values | —Unverified | 0 |
| Handling missing data in Burundian sovereign bond market | Sep 29, 2023 | ImputationMissing Values | —Unverified | 0 |
| Bayesian Learning of Latent Representations of Language Structures | Jun 1, 2019 | Missing ValuesRepresentation Learning | —Unverified | 0 |
| How well do LLMs reason over tabular data, really? | May 12, 2025 | Missing ValuesMultiple-choice | —Unverified | 0 |