3 papers
math.OC2025
Self-Identifying Internal Model-Based Online Optimization
Wouter J. A. van Weerelt, Lantian Zhang, Silun Zhang +1
In this paper, we propose a novel online optimization algorithm built by combining ideas from control theory and system identification. The foundation of our algorithm is a control…
math.OC2025
Collective decision-making dynamics in hypernetworks
Angela Fontan, Silun Zhang
This work describes a collective decision-making dynamical process in a multiagent system under the assumption of cooperative higher-order interactions within the community, modele…
eess.SY2025
Online Learning for Nonlinear Dynamical Systems without the I.I.D. Condition
Lantian Zhang, Silun Zhang
This paper investigates online identification and prediction for nonlinear stochastic dynamical systems. In contrast to offline learning methods, we develop online algorithms that…