| Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task Integration | Jun 25, 2024 | Change DetectionMulti-Task Learning | CodeCode Available | 1 |
| TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing | Jun 23, 2024 | DenoisingTime Series | CodeCode Available | 1 |
| Fine-grained Attention in Hierarchical Transformers for Tabular Time-series | Jun 21, 2024 | Time Series | CodeCode Available | 1 |
| Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention Network | Jun 19, 2024 | Cloud RemovalImputation | CodeCode Available | 1 |
| SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting | Jun 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation | Jun 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts | Jun 13, 2024 | ManagementMixture-of-Experts | CodeCode Available | 1 |
| Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning | Jun 13, 2024 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting | Jun 11, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
