FreSia: Frequency-Semantic Instantiation and Alignment for Multivariate Time Series Analysis

Yubo Wang, Hui He, Hezhe Qiao +2

Large Language Models (LLMs) have shown strong potential in multivariate time series forecasting and anomaly detection. Existing studies predominantly inject temporal information i…