| A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model | May 3, 2024 | Decision MakingFew-Shot Learning | CodeCode Available | 2 |
| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 |
| Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study | Apr 10, 2024 | Representation LearningTime Series | CodeCode Available | 2 |
| ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting | Apr 8, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Prompting for Numerical Sequences: A Case Study on Market Comment Generation | Apr 3, 2024 | Comment GenerationData-to-Text Generation | CodeCode Available | 2 |
| An End-to-End Structure with Novel Position Mechanism and Improved EMD for Stock Forecasting | Mar 25, 2024 | PositionTime Series | CodeCode Available | 2 |
| Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt | Mar 22, 2024 | Data AugmentationTime Series | CodeCode Available | 2 |
| Advancing Time Series Classification with Multimodal Language Modeling | Mar 19, 2024 | ClassificationLanguage Modeling | CodeCode Available | 2 |
| Cross-Domain Pre-training with Language Models for Transferable Time Series Representations | Mar 19, 2024 | Language ModellingTime Series | CodeCode Available | 2 |
| CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning | Mar 12, 2024 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
