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20242026
most citedSelf-interacting CBO: Existence, uniqueness, and long-time convergence

5 citations · 6 across the 5 of their papers we have counts for

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math.OC2026

Convergence of time-discrete finite particle consensus based optimization in Hilbert spaces

Michael Herty, Hui Huang, Hicham Kouhkouh

We study a time-discrete, finite-particle Consensus-Based Optimization (CBO) algorithm in a separable Hilbert space. Our analysis provides convergence guarantees directly for the c…

math.OC2026

A derivative-free particle method for optimization in Hilbert spaces

Hui Huang, Hicham Kouhkouh

We introduce a stochastic interacting particle system in separable Hilbert spaces together with its associated mean-field formulation. The model is shown to retain the characterist…