AI RESEARCH

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

arXiv CS.AI

ArXi:2602.02592v2 Announce Type: replace-cross This paper proposes a unified family of learnable Koopman operator parameterizations that integrate linear dynamical systems theory with modern deep learning forecasting architectures. We