| Matrix Completion with Quantified Uncertainty through Low Rank Gaussian Copula | Jun 18, 2020 | ImputationMatrix Completion | CodeCode Available | 1 |
| MCFlow: Monte Carlo Flow Models for Data Imputation | Mar 27, 2020 | Imputation | CodeCode Available | 1 |
| Mind the gap: an experimental evaluation of imputation of missing values techniques in time series | Jan 15, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms | Nov 4, 2021 | Imputation | CodeCode Available | 1 |
| Missing Data Infill with Automunge | Feb 19, 2022 | Imputation | CodeCode Available | 1 |
| Missing Value Imputation on Multidimensional Time Series | Mar 2, 2021 | ImputationMissing Values | CodeCode Available | 1 |
| MOGPTK: The Multi-Output Gaussian Process Toolkit | Feb 9, 2020 | Gaussian ProcessesGPU | CodeCode Available | 1 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 |
| ACFlow: Flow Models for Arbitrary Conditional Likelihoods | Jan 1, 2020 | Imputation | CodeCode Available | 1 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 |
| NAOMI: Non-Autoregressive Multiresolution Sequence Imputation | Jan 30, 2019 | Imitation LearningImputation | CodeCode Available | 1 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 |
| Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities | Jul 19, 2024 | ImputationRecommendation Systems | CodeCode Available | 1 |
| Imaging Time-Series to Improve Classification and Imputation | Jun 1, 2015 | ClassificationGeneral Classification | CodeCode Available | 1 |
| 3D Human Body Reshaping with Anthropometric Modeling | Apr 5, 2021 | feature selectionImputation | CodeCode Available | 1 |
| HyperImpute: Generalized Iterative Imputation with Automatic Model Selection | Jun 15, 2022 | ImputationMissing Values | CodeCode Available | 1 |
| ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection | Jul 3, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 |
| Grounding Graph Network Simulators using Physical Sensor Observations | Feb 23, 2023 | ImputationMotion Planning | CodeCode Available | 1 |
| Generative Imputation and Stochastic Prediction | May 22, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Handling Missing Data with Graph Representation Learning | Oct 30, 2020 | Graph Representation LearningImputation | CodeCode Available | 1 |
| GAIN: Missing Data Imputation using Generative Adversarial Nets | Jun 7, 2018 | ImputationMultivariate Time Series Imputation | CodeCode Available | 1 |
| FM-TS: Flow Matching for Time Series Generation | Nov 12, 2024 | BenchmarkingImputation | CodeCode Available | 1 |
| Gaussian Processes for Missing Value Imputation | Apr 10, 2022 | Gaussian ProcessesImputation | CodeCode Available | 1 |
| HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web Data | Feb 8, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Is your data alignable? Principled and interpretable alignability testing and integration of single-cell data | Aug 3, 2023 | Data IntegrationImputation | CodeCode Available | 1 |
| Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion Models | Sep 12, 2024 | DenoisingImputation | CodeCode Available | 1 |
| Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation | May 28, 2021 | counterfactualImputation | CodeCode Available | 1 |
| Estimating conditional density of missing values using deep Gaussian mixture model | Oct 5, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| Diffusion models for missing value imputation in tabular data | Oct 31, 2022 | ImputationMissing Values | CodeCode Available | 1 |
| ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics | Dec 4, 2024 | AnatomyDiagnostic | CodeCode Available | 1 |
| FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh Retail | May 22, 2025 | Demand ForecastingImputation | CodeCode Available | 1 |
| From data to functa: Your data point is a function and you can treat it like one | Jan 28, 2022 | Deep LearningImputation | CodeCode Available | 1 |
| Age-structured impact of social distancing on the COVID-19 epidemic in India | Mar 26, 2020 | Imputation | CodeCode Available | 1 |
| Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large Dimensions | Mar 4, 2021 | ImputationMissing Values | CodeCode Available | 1 |
| Generative Table Pre-training Empowers Models for Tabular Prediction | May 16, 2023 | imbalanced classificationImputation | CodeCode Available | 1 |
| Graph Convolutional Networks for Graphs Containing Missing Features | Jul 9, 2020 | Graph LearningImputation | CodeCode Available | 1 |
| Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease Progression | May 6, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| A Transformer-based Framework for Multivariate Time Series Representation Learning | Oct 6, 2020 | Computational EfficiencyGeneral Classification | CodeCode Available | 1 |
| Identifiable Generative Models for Missing Not at Random Data Imputation | Oct 27, 2021 | ImputationMissing Values | CodeCode Available | 1 |
| DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data | Oct 30, 2024 | Decision MakingImputation | CodeCode Available | 1 |
| Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data Types | Feb 4, 2021 | ImputationMissing Values | CodeCode Available | 1 |
| Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling | Oct 18, 2022 | ImputationIrregular Time Series | CodeCode Available | 1 |
| ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation | Dec 4, 2023 | ImputationInductive Bias | CodeCode Available | 1 |
| Imputer: Sequence Modelling via Imputation and Dynamic Programming | Feb 20, 2020 | Imputationspeech-recognition | CodeCode Available | 1 |
| A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid Fusion | Jun 21, 2024 | Imputation | CodeCode Available | 1 |
| Are Attribute Inference Attacks Just Imputation? | Sep 2, 2022 | AttributeImputation | CodeCode Available | 1 |
| Deep Gaussian Process Emulation using Stochastic Imputation | Jul 4, 2021 | Gaussian ProcessesImputation | CodeCode Available | 1 |
| MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object Detection | Feb 17, 2021 | ImputationInstance Segmentation | CodeCode Available | 1 |
| A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data | Oct 23, 2020 | Deep LearningImputation | CodeCode Available | 1 |
| Federated Foundation Models on Heterogeneous Time Series | Dec 12, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 1 |
