Lipschitz Bounds and Nonautonomous Integrals
Sign Up to like & getrecommendations! Published in 2021 at "Archive for Rational Mechanics and Analysis"
DOI: 10.1007/s00205-021-01698-5
Abstract: We provide a general approach to Lipschitz regularity of solutions for a large class of vector-valued, nonautonomous variational problems exhibiting nonuniform ellipticity. The functionals considered here range from those with unbalanced polynomial growth conditions to… read more here.
Keywords: lipschitz bounds; nonautonomous integrals; bounds nonautonomous; regularity ... See more keywords
On Lipschitz Bounds of General Convolutional Neural Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Information Theory"
DOI: 10.1109/tit.2019.2961812
Abstract: Many convolutional neural networks (CNN’s) have a feed-forward structure. In this paper, we model a general framework for analyzing the Lipschitz bounds of CNN’s and propose a linear program that estimates these bounds. Several CNN’s,… read more here.
Keywords: lipschitz bounds; neural networks; general convolutional; bounds general ... See more keywords