Scientific Evolution of Physics-Informed NeuralNetworks: A Comprehensive Review of RecentArchitectural Variants and Optimization Strategies. European Journal of Pure and Applied Mathematics, Maryland, USA, v. 19, n. 1, p. 6334, 2026. DOI: 10.29020/nybg.ejpam.v19i1.6334. Disponível em: https://www.ejpam.com/ejpam/article/view/6334. Acesso em: 5 mar. 2026.