activity
20122026
most citedInvisible control of self-organizing agents leaving unknown environments

107 citations · 284 across the 35 of their papers we have counts for

collaborators

47 papers

math.OC2026

Consensus-based optimization with -stable jump processes

Pedro Aceves-Sanchez, Giacomo Albi, Federica Ferrarese +1

In this paper, we introduce a novel variant of the CBO method that incorporates jumps according to an -stable stochastic process in a kinetic framework. This extension gives ris…

cs.LG2026

Discovery of interaction and diffusion kernels in particle-to-mean-field multi-agent systems

Giacomo Albi, Alessandro Alla, Elisa Calzola

We propose a data-driven framework to learn interaction kernels in stochastic multi-agent systems. Our approach aims at identifying the functional form of nonlocal interaction and…

math.OC2025

Control of kinetic opinion dynamics in popularity-adaptive social networks

Giacomo Albi, Elisa Calzola, Matteo Piu

This paper presents a mathematical model for opinion dynamics in popularity-adaptive social networks, where both opinion spreading and the evolution of social media contacts depend…

math.OC2025

Sparse stabilization of mean-field agent dynamics through a three-operator splitting method

Giacomo Albi, Dante Kalise, Chiara Segala +1

We study the sparse stabilization of nonlinear multi-agent systems within a mean-field optimal control framework. The goal is to drive large populations of interacting agents towar…

math.AP2025

Micro-macro and macro-macro limits for controlled leader-follower systems

Giacomo Albi, Young-Pil Choi, Matteo Piu +1

We study a leader-follower system of interacting particles subject to feedback control and derive its mean-field limits through a two-step passage: first to a micro-macro system co…

math.NA2025

Robust feedback control of collisional plasma dynamics in presence of uncertainties

Giacomo Albi, Giacomo Dimarco, Federica Ferrarese +1

Magnetic fusion aims to confine high-temperature plasma within a device, enabling the fusion of deuterium and tritium nuclei to release energy. Due to the very large temperatures i…