Learnable Koopman-Enhanced Transformer-Based Time Series Forecasting with Spectral Control

Ali Forootani, Raffaele Iervolino

This paper proposes a unified family of learnable Koopman operator parameterizations that integrate linear dynamical systems theory with modern deep learning forecasting architectu…