Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization

T Lin, C Jin, M Jordan - arXiv preprint arXiv:2408.11974, 2024 - arxiv.org
We provide a unified analysis of two-timescale gradient descent ascent (TTGDA) for solving
structured nonconvex minimax optimization problems in the form of $\min_\textbf {x}\max …

Solving maximally comonotone inclusion problems via an implicit Newton-like inertial dynamical system and its discretization

ZZ Tan, R Hu, YP Fang - arXiv preprint arXiv:2405.06332, 2024 - arxiv.org
This paper deals with an implicit Newton-like inertial dynamical system governed by a
maximally comonotone inclusion problem in a Hilbert space. Under suitable conditions, we …