30 citations · 106 across the 27 of their papers we have counts for
5 papers · 2 filters
Zero-Sum Differential Games on the Wasserstein Space
Jun Moon, Tamer Basar
We consider two-player zero-sum differential games (ZSDGs), where the state process (dynamical system) depends on the random initial condition and the state process's distribution,…
Quantifying Market Efficiency Impacts of Aggregated Distributed Energy Resources
Khaled Alshehri, Mariola Ndrio, Subhonmesh Bose +1
We focus on the aggregation of distributed energy resources (DERs) through a profit-maximizing intermediary that enables participation of DERs in wholesale electricity markets. Par…
Policy Optimization for Linear Control with Robustness Guarantee: Implicit Regularization and Global Convergence
Kaiqing Zhang, Bin Hu, Tamer Başar
Policy optimization (PO) is a key ingredient for reinforcement learning (RL). For control design, certain constraints are usually enforced on the policies to optimize, accounting f…
Global Convergence of Policy Gradient Methods to (Almost) Locally Optimal Policies
Kaiqing Zhang, Alec Koppel, Hao Zhu +1
Policy gradient (PG) methods are a widely used reinforcement learning methodology in many applications such as video games, autonomous driving, and robotics. In spite of its empiri…
Analysis and Control of a Continuous-Time Bi-Virus Model
Ji Liu, Philip E. Pare, Angelia Nedich +3
This paper studies a distributed continuous-time bi-virus model in which two competing viruses spread over a network consisting of multiple groups of individuals. Limiting behavior…