Xinghong Chen

PMLF: A Physics-Guided Multiscale Loss Framework for Structurally Heterogeneous Time Series

Forecasting real-world time series requires modeling both short-term fluctuations and long-term evolutions, as these signals typically exhibit multiscale temporal structures. A core challenge lies in reconciling such dynamics: high-frequency seasonality demands local precision, while low-frequency t…