A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization

Cedric Josz, Yi Ouyang, Richard Zhang, Javad Lavaei, Somayeh Sojoudi

Neural Information Processing Systems 

We study the set of continuous functions that admit no spurious local optima (i.e.