Address

RWTH Aachen University
RTG Energy, Entropy, and Dissipative Dynamics
Templergraben 55 (111810)
52062 Aachen

Email

borghi@eddy.rwth-aachen.de

Research Area

Kinetic theory for swarm-based optimization methods

Supervisors

Michael Herty, Manuel Torrilhon, and Lorenzo Pareschi

Publications

• Binary interaction methods for high dimensional global optimization and machine learning
  A. Benfenati, G. Borghi, and L. Pareschi
  Appl. Math. Optim. 86 (2022), no. 1, Paper No. 9
  doi: 10.1007/s00245-022-09836-5
  Preprint arXiv:2105.02695

• Constrained consensus-based optimization
  G. Borghi, M. Herty, and L. Pareschi
  Preprint arXiv:2111.10571

• A consensus-based algorithm for multi-objective optimization and its mean-field description
  G. Borghi, M. Herty, and L. Pareschi
  Preprint arXiv:2203.16384

• An adaptive consensus based method for multi-objective optimization with uniform Pareto front approximation
  G. Borghi, M. Herty, and L. Pareschi
  Preprint arXiv:2208.01362