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

arXiv:2610.05726v1 Announce Type: new Abstract: Large Language Models (LLMs) have shown strong potential in multivariate time series forecasting and anomaly detection. Existing studies predominantly inject temporal information into LLMs via direct numerical to