Zhen-Dong Niu

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...