
Address
RWTH Aachen University
RTG Energy, Entropy, and Dissipative Dynamics
Templergraben 55 (111810)
52062 Aachen
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:2105.02695Constrained consensus-based optimization
G. Borghi, M. Herty, and L. Pareschi
Preprint arXiv:2111.10571A consensus-based algorithm for multi-objective optimization and its mean-field description
G. Borghi, M. Herty, and L. Pareschi
Preprint arXiv:2203.16384An adaptive consensus based method for multi-objective optimization with uniform Pareto front approximation
G. Borghi, M. Herty, and L. Pareschi
Preprint arXiv:2208.01362