| CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting | May 4, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| UNet with Axial Transformer : A Neural Weather Model for Precipitation Nowcasting | Apr 28, 2025 | SSIMTime Series | CodeCode Available | 1 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations | Apr 17, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Diffusion Transformers for Tabular Data Time Series Generation | Apr 10, 2025 | Tabular Data GenerationTime Series | CodeCode Available | 1 |
| ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Method | Apr 10, 2025 | Time SeriesWeather Forecasting | CodeCode Available | 1 |
| Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs | Apr 10, 2025 | Multimodal Large Language ModelTime Series | CodeCode Available | 1 |
| Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting | Mar 31, 2025 | energy managementTime Series | CodeCode Available | 1 |
| tempdisagg: A Python Framework for Temporal Disaggregation of Time Series Data | Mar 28, 2025 | ImputationMissing Values | CodeCode Available | 1 |
