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math.OC2025
On the Convergence of Constrained Gradient Method
Danqing Zhou, Hongmei Chen, Shiqian Ma +1
The constrained gradient method (CGM) has recently been proposed to solve convex optimization and monotone variational inequality (VI) problems with general functional constraints.…
math.OC2025
A Simple Adaptive Proximal Gradient Method for Nonconvex Optimization
Zilong Ye, Shiqian Ma, Junfeng Yang +1
Consider composite nonconvex optimization problems where the objective function consists of a smooth nonconvex term (with Lipschitz-continuous gradient) and a convex (possibly nons…