Ali Rahimifard1,, Imoh Ekanem2. Transparency in Population-Based Search: Systematic Review of Interpretable Metaheuristic Mechanisms. Metaheur. Algor. Appl. Published online August 13, 2026. doi:10.48313/maa.vi.92