3 papers
math.OC2025
DAMA: A Unified Accelerated Approach for Decentralized Nonconvex Minimax Optimization-Part II: Convergence and Performance Analyses
Haoyuan Cai, Sulaiman A. Alghunaim, Ali H. Sayed
In Part I of this work [1], we developed an accelerated algorithmic framework, DAMA (Decentralized Accelerated Minimax Approach), for nonconvex Polyak-Lojasiewicz (PL) minimax opti…
math.OC2025
DAMA: A Unified Accelerated Approach for Decentralized Nonconvex Minimax Optimization-Part I: Algorithm Development and Results
Haoyuan Cai, Sulaiman A. Alghunaim, Ali H. Sayed
In this work and its accompanying Part II [1], we develop an accelerated algorithmic framework, DAMA (Decentralized Accelerated Minimax Approach), for nonconvex Polyak-Lojasiewicz…
cs.MA2025
Diffusion Stochastic Learning Over Adaptive Competing Networks
Yike Zhao, Haoyuan Cai, Ali H. Sayed
This paper studies a stochastic dynamic game between two competing teams, each consisting of a network of collaborating agents. Unlike fully cooperative settings, where all agents…