no code implementations • 4 Jun 2022 • Guanze Peng, Robert Mieth, Deepjyoti Deka, Yury Dvorkin
With the advancement in smart grid and smart energy devices, demand response becomes one of the most economic and feasible solutions to ease the load stress of the power grids during peak hours.
no code implementations • 17 May 2021 • Tao Li, Guanze Peng, Quanyan Zhu, Tamer Basar
In addition to existing research works on game-theoretic learning over networks, we highlight several new angles and research endeavors on learning in games that are related to recent developments in artificial intelligence.
no code implementations • 28 Dec 2020 • Tao Li, Guanze Peng, Quanyan Zhu
This work provides a novel interpretation of Markov Decision Processes (MDP) from the online optimization viewpoint.
no code implementations • 19 Nov 2020 • Guanze Peng, Tao Li, Shutian Liu, Juntao Chen, Quanyan Zhu
We use \textit{awareness levels} to capture the scope of the network constraints that players are aware of.