Search Results for author: Guanze Peng

Found 4 papers, 0 papers with code

Markovian Decentralized Ensemble Control for Demand Response

no code implementations4 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.

The Confluence of Networks, Games and Learning

no code implementations17 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.

Decision Making Management

Blackwell Online Learning for Markov Decision Processes

no code implementations28 Dec 2020 Tao Li, Guanze Peng, Quanyan Zhu

This work provides a novel interpretation of Markov Decision Processes (MDP) from the online optimization viewpoint.

Learning Theory Q-Learning

Locally-Aware Constrained Games on Networks

no code implementations19 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.

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