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math.OC2026

Analysis and Optimal Design of Equilibria in the Vlasov-Poisson System

Alfio Borzì, Gennaro Infante, Giovanni Mascali +1

The optimal design of equilibrium particle distributions generated by external electric fields is investigated in the framework of stationary Maxwellian equilibria of the Vlasov-Po…

math.OC2026

A Low-Rank Symplectic Gradient Adjustment Method for Computing Nash Equilibria

Nadja Vater, Katherine Rossella Foglia, Vittorio Colao +1

This work presents a theoretical and numerical investigation of the symplectic gradient adjustment (SGA) method and of a low-rank SGA (LRSGA) method for efficiently solving revviol…

math.OC2026

A Moser-Type Construction for the Liouville Equation

Alfio Borzì, Marco Caponigro, Arianna Vicari

A Moser-type construction for the kinetic Liouville equation is proposed, which is based on a characteristic-adapted interpolation. For Hamiltonian accelerations, the construction…

math.OC2026

MultiLRSGA: A method for multi-player differentiable games

Katherine Rossella Foglia, Vittorio Colao, Alfio Borzì

We propose MultiLRSGA, an -player extension of LRSGA for the computation of stable Nash equilibria in differentiable games. The method originates from the decomposition of the g…

math.OC2025

The Pontryagin Maximum Principle for Training Convolutional Neural Networks

Sebastian Hofmann, Alfio Borzì

A novel batch sequential quadratic Hamiltonian (bSQH) algorithm for training convolutional neural networks (CNNs) with -based regularization is presented. This methodology is…

math.OC2025

Adjoint-based optimal control of jump-diffusion processes

Jan Bartsch, Alfio Borzi, Gabriele Ciaramella +1

Stochastic differential equations (SDEs) using jump-diffusion processes describe many natural phenomena at the microscopic level. Since they are commonly used to model economic and…