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cs.LG2025
A Modular Algorithm for Non-Stationary Online Convex-Concave Optimization
Qing-xin Meng, Xia Lei, Jian-wei Liu
This paper investigates the problem of Online Convex-Concave Optimization, which extends Online Convex Optimization to two-player time-varying convex-concave games. The goal is to…
cs.LG2024
Proximal Point Method for Online Saddle Point Problem
Qing-xin Meng, Jian-wei Liu
This paper focuses on the online saddle point problem, which involves a sequence of two-player time-varying convex-concave games. Considering the nonstationarity of the environment…
cs.LG2023
Online Saddle Point Problem and Online Convex-Concave Optimization
Qing-xin Meng, Jian-wei Liu
Centered around solving the Online Saddle Point problem, this paper introduces the Online Convex-Concave Optimization (OCCO) framework, which involves a sequence of two-player time…