Kevin Slote

Higher-Order Kolmogorov-Arnold Networks for Dynamics

The ability to derive the governing equations of a dynamical system from data is essential for prediction and control across many scientific fields. Two challenges, however, are the expansion of candidate terms when reducing higher-order equations to first-order form and noise from estimating derivatives. We propose Hi...