Nonlinear Integration Enhances Information Encoding in Multiscale Systems: A Comparative Study of Activation Functions

Nonlinear integration of input signals, as opposed to nonlinear summation, leads to more accurate information encoding and robust input discrimination in multiscale processing systems.