Achieving Universal Approximation and Universal Interpolation via Nonlinearity of Control Families

Yongqiang Cai, Yifei Duan

A significant connection exists between the controllability of dynamical systems and the approximation capabilities of neural networks, where residual networks and vanilla feedforw…