Convolutional neural networks (CNN’s) are widely used in deep learning. The Lipschitz bound is important in the study of stability of CNN’s and computation of the Lipschitz bound is needed for generative networks. We give a general framework for CNN’s and prove that the Lipschitz bound of a CNN can be determined by solving a linear program...
Creator:
Zou, Dongmian (University of Minnesota, Twin Cities)
Created:
2017-09-26
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.
Lipids are natures liquid crystals, ridged rods with a charged head group. They spontaneously generate bilayer interfaces that are acted upon by surface proteins to produce the most dynamic of cellular organelles, the endoplasmic reticulum. The surface proteins alter the lipid-lipid interactions to induce elaborate morphological control, and to ...
Creator:
Promislow, Keith (Michigan State University)
Created:
2018-03-01
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.