KoopSTD: Reliable Similarity Analysis between Dynamical Systems via Approximating Koopman Spectrum with Timescale Decoupling

Static metrics overlook the temporal dynamics inherent in many real-world systems. • Dynamic metrics fail to capture the nonlinear, and complex temporal patterns observed in biological and artificial systems.