2 papers
math.OC2026
Nonconvex Nonsmooth Multicomposite Optimization and Its Applications to Recurrent Neural Networks
Lingzi Jin, Xiao Wang, Xiaojun Chen
We consider a class of nonconvex nonsmooth multicomposite optimization problems where the objective function consists of a Tikhonov regularizer and a composition of multiple noncon…
math.OC2025
Dynamic Systems Coupled with Solutions of Stochastic Nonsmooth Convex Optimization
Jianfeng Luo, Xiaojun Chen
In this paper, we study ordinary differential equations (ODE) coupled with solutions of a stochastic nonsmooth convex optimization problem (SNCOP). We use the regularization approa…