PDE constraints on smooth hierarchical functions computed by neural networks

Khashayar Filom, Konrad Paul Kording, Roozbeh Farhoodi

Neural networks are versatile tools for computation, having the ability to approximate a broad range of functions. An important problem in the theory of deep neural networks is exp…