SAGE: Variate-Wise Semantic Augmentation for Vision-Language Time Series Forecasting

Haizhao Fan, Xinyi Le

Time series forecasting models operate on raw numerical sequences, lacking the semantic knowledge that domain experts implicitly leverage, such as the physical meaning of each vari…