Dynamic Spectral Decoupling for Time-Series Forecasting
While frequency-domain approaches have advanced time-series forecasting, many existing methods process spectral components through a unified pathway, despite substantial energy disparities across frequencies. High-energy components can dominate the learning process, making it difficult to capture weaker residual dynami...