Large-scale concentration and relaxation for mean-field Langevin particle systems
Speaker(s): Songbo Wang (Laboratoire J. A. Dieudonné, Université Côte d’Azura.)
Time: 16:00-17:00 September 25, 2025
Venue: Online
Speaker: Songbo Wang (Laboratoire J. A. Dieudonné, Université Côte d’Azura.)
Abstract: We study the Langevin dynamics of diffusive particles with regular pairwise interactions under mean-field scaling. By approximating empirical distributions with conditional distributions, we establish coercive and contractive properties for the modulated free energy functional. These properties yield near-optimal large-scale concentration and relaxation rates for the particle system throughout the subcritical regime. Furthermore, we derive generation of chaos estimates with the optimal order of particle approximation. As a simpler instance, we demonstrate long-time convergence of the independent projection of Langevin dynamics.
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