TimeCatcher: A Variational Framework for Volatility-Aware Forecasting of Non-Stationary Time Series

Zhiyu Chen, Minhao Liu, Yanru Zhang

Recent lightweight MLP-based models have achieved strong performance in time series forecasting by capturing stable trends and seasonal patterns. However, their effectiveness hinge…