activity
20092022
most citedAn Improved Analysis of (Variance-Reduced) Policy Gradient and Natural Policy Gradient Methods

30 citations · 106 across the 23 of their papers we have counts for

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Showing 2020Show all

8 papers · 1 filter

math.OC2020

Fixed-Time Nash Equilibrium Seeking in Non-Cooperative Games

Jorge I. Poveda, Miroslav Krstic, Tamer Basar

We introduce a novel class of Nash equilibrium seeking dynamics for non-cooperative games with a finite number of players, where the convergence to the Nash equilibrium is bounded…

eess.SY2020

Reinforcement Learning in Non-Stationary Discrete-Time Linear-Quadratic Mean-Field Games

Muhammad Aneeq uz Zaman, Kaiqing Zhang, Erik Miehling +1

In this paper, we study large population multi-agent reinforcement learning (RL) in the context of discrete-time linear-quadratic mean-field games (LQ-MFGs). Our setting differs fr…

eess.SY202024 cited

On Spectral Properties of Signed Laplacians with Connections to Eventual Positivity

Wei Chen, Dan Wang, Ji Liu +5

Signed graphs have appeared in a broad variety of applications, ranging from social networks to biological networks, from distributed control and computation to power systems. In t…

cs.AI2020

POLY-HOOT: Monte-Carlo Planning in Continuous Space MDPs with Non-Asymptotic Analysis

Weichao Mao, Kaiqing Zhang, Qiaomin Xie +1

Monte-Carlo planning, as exemplified by Monte-Carlo Tree Search (MCTS), has demonstrated remarkable performance in applications with finite spaces. In this paper, we consider Monte…

math.OC2020

Controlling a Networked SIS Model via a Single Input over Undirected Graphs

Dan Wang, Ji Liu, Philip E. Paré +4

This paper formulates and studies the problem of controlling a networked SIS model using a single input in which the network structure is described by a connected undirected graph.…

eess.SY2020

Approximate Equilibrium Computation for Discrete-Time Linear-Quadratic Mean-Field Games

Muhammad Aneeq uz Zaman, Kaiqing Zhang, Erik Miehling +1

While the topic of mean-field games (MFGs) has a relatively long history, heretofore there has been limited work concerning algorithms for the computation of equilibrium control po…