Very nice. I think people don't appreciate enough the correspondence between linear algebra, differential equations, and wave behavior.

Roughly speaking, it seems the network is essentially converting binary digits to orthogonal basis functions and then manipulating those basis functions. Finally a linear transformation back into the binary digit space.