| CoSTI: Consistency Models for (a faster) Spatio-Temporal Imputation | Jan 31, 2025 | Decision MakingDenoising | CodeCode Available | 0 |
| BRATI: Bidirectional Recurrent Attention for Time-Series Imputation | Jan 9, 2025 | ImputationMissing Values | —Unverified | 0 |
| SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series Imputation | Oct 4, 2024 | ImputationMultivariate Time Series Imputation | CodeCode Available | 0 |
| Mining of Switching Sparse Networks for Missing Value Imputation in Multivariate Time Series | Sep 16, 2024 | ImputationMissing Values | CodeCode Available | 0 |
| Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series Imputation | Sep 13, 2024 | ImputationMultivariate Time Series Imputation | CodeCode Available | 0 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 |
| REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES | Jul 12, 2024 | Multivariate Time Series ImputationSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation | May 21, 2024 | ImputationMultivariate Time Series Imputation | —Unverified | 0 |
| Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation | May 16, 2024 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Deep Learning for Multivariate Time Series Imputation: A Survey | Feb 6, 2024 | Deep LearningImputation | CodeCode Available | 3 |