Preprint Open access
FreSia: Frequency-Semantic Instantiation and Alignment for Multivariate Time Series Analysis
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 tokenization or heuristic textual descriptions. However, LLMs still face difficulty in perceiving the underlyi …