A survey on distributed online optimization and online games

X Li, L Xie, N Li - Annual Reviews in Control, 2023 - Elsevier
Distributed online optimization and online games have been increasingly researched in the
last decade, mostly motivated by their wide applications in sensor networks, robotics (eg …

Communication Efficient Decentralization for Smoothed Online Convex Optimization

N Bhuyan, D Mukherjee, A Wierman - arXiv preprint arXiv:2411.08355, 2024 - arxiv.org
We study the multi-agent Smoothed Online Convex Optimization (SOCO) problem, where $
N $ agents interact through a communication graph. In each round, each agent $ i …

Augment Decentralized Online Convex Optimization with Arbitrarily Bad Machine-Learned Predictions

D Wen, Y Li, FCM Lau - 2024 IEEE 44th International …, 2024 - ieeexplore.ieee.org
Decentralized online convex optimization (DOCO), as a pivotal computational paradigm in
machine learning, has been applied to many critical tasks. However, existing DOCO …