| Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling | Feb 16, 2024 | Missing ValuesTime Series | CodeCode Available | 1 | 5 |
| IMTS is Worth Time Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction | May 28, 2025 | Missing ValuesSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks | May 9, 2025 | Irregular Time SeriesMissing Values | CodeCode Available | 1 | 5 |
| A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales | Aug 26, 2021 | Missing ValuesTime Series Analysis | CodeCode Available | 1 | 5 |
| Diffusion models for missing value imputation in tabular data | Oct 31, 2022 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 | 5 |
| Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data Types | Feb 4, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values, and Outliers | Feb 16, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Forecasting Irregularly Sampled Time Series using Graphs | May 22, 2023 | AstronomyMissing Values | CodeCode Available | 1 | 5 |
| Semi-Supervised Learning for Deep Causal Generative Models | Mar 27, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction | May 15, 2024 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Electricity Theft Detection with self-attention | Feb 14, 2020 | Missing ValuesPosition | CodeCode Available | 1 | 5 |
| BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition | Aug 28, 2023 | Computational EfficiencyGaussian Processes | CodeCode Available | 1 | 5 |
| 2D Semantic-Guided Semantic Scene Completion | Sep 12, 2024 | 2D Semantic Segmentation3D Semantic Scene Completion | CodeCode Available | 1 | 5 |
| Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large Dimensions | Mar 4, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities | Oct 30, 2024 | Irregular Time SeriesMissing Values | CodeCode Available | 1 | 5 |
| Gaussian Processes for Missing Value Imputation | Apr 10, 2022 | Gaussian ProcessesImputation | CodeCode Available | 1 | 5 |
| Generative Imputation and Stochastic Prediction | May 22, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Graph Convolutional Networks for Traffic Forecasting with Missing Values | Dec 13, 2022 | Graph LearningMissing Values | CodeCode Available | 1 | 5 |
| HyperImpute: Generalized Iterative Imputation with Automatic Model Selection | Jun 15, 2022 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Joint Demosaicing and Denoising With Self Guidance | Jun 1, 2020 | DemosaickingDenoising | CodeCode Available | 1 | 5 |
| Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical Imaging | Apr 11, 2025 | AttributeComputational Efficiency | CodeCode Available | 1 | 5 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Missing Value Imputation on Multidimensional Time Series | Mar 2, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking | Oct 31, 2024 | BenchmarkingImputation | CodeCode Available | 1 | 5 |
