564 citations · 1.6k across the 27 of their papers we have counts for
4 papers · 1 filter
Scalable Reinforcement Learning for Multi-Agent Networked Systems
Guannan Qu, Adam Wierman, Na Li
We study reinforcement learning (RL) in a setting with a network of agents whose states and actions interact in a local manner where the objective is to find localized policies suc…
Exploiting Fast Decaying and Locality in Multi-Agent MDP with Tree Dependence Structure
Guannan Qu, Na Li
This paper considers a multi-agent Markov Decision Process (MDP), where there are agents and each agent is associated with a state and action taking values from…
Semi-Global Exponential Stability of Augmented Primal-Dual Gradient Dynamics for Constrained Convex Optimization
Yujie Tang, Guannan Qu, Na Li
Primal-dual gradient dynamics that find saddle points of a Lagrangian have been widely employed for handling constrained optimization problems. Building on existing methods, we ext…
Distributed Optimal Voltage Control with Asynchronous and Delayed Communication
Sindri Magnússon, Guannan Qu, Na Li
The increased penetration of volatile renewable energy into distribution networks necessities more efficient distributed voltage control. In this paper, we design distributed feedb…