31 citations · 65 across the 57 of their papers we have counts for
5 papers · 1 filter
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms
Xiangyuan Zhang, Weichao Mao, Saviz Mowlavi +2
We introduce controlgym, a library of thirty-six industrial control settings, and ten infinite-dimensional partial differential equation (PDE)-based control problems. Integrated wi…
Vector-Valued Gossip over -Holonomic Networks
Erkan Bayram, Mohamed-Ali Belabbas, Tamer Başar
We study the weighted average consensus problem for a gossip network of agents with vector-valued states. For a given matrix-weighted graph, the gossip process is described by a se…
Online and Offline Dynamic Influence Maximization Games Over Social Networks
Melih Bastopcu, S. Rasoul Etesami, Tamer Başar
In this work, we consider dynamic influence maximization games over social networks with multiple players (influencers). The goal of each influencer is to maximize their own reward…
Global Convergence of Receding-Horizon Policy Search in Learning Estimator Designs
Xiangyuan Zhang, Saviz Mowlavi, Mouhacine Benosman +1
We introduce the receding-horizon policy gradient (RHPG) algorithm, the first PG algorithm with provable global convergence in learning the optimal linear estimator designs, i.e.,…
Prosumers Participation in Markets: A Scalar-Parameterized Function Bidding Approach
Abdullah Alawad, Muhammad Aneeq uz Zaman, Khaled Alshehri +1
In uniform-price markets, suppliers compete to supply a resource to consumers, resulting in a single market price determined by their competition. For sufficient flexibility, produ…