From Consensus-Based Optimization to Particle Swarm Optimization: Convergence Guarantees under Drift-Diffusion Coupling
This work analyzes how the PSO parameter coupling affects existing convergence guarantees for CBO and its variant with memory effect and shows that the coupling still leaves a non-empty set of admissible parameters for these convergence guarantees to hold, but the admissible parameter ranges shrink in the limits used t...