ZeZhong Pan

AFD-Net: a robust exchange rate forecasting framework integrating frequency-domain decomposition and attention mechanisms with linear modeling.

AFD-Net (Attention-Enhanced FAN with DLinear) is introduced, a novel deep learning framework designed to synergistically integrate frequency-domain decomposition, attention mechanisms, and linear time series modeling that consistently outperforms baseline models across multiple forecasting horizons.