“Scientific Evolution of Physics-Informed NeuralNetworks: A Comprehensive Review of RecentArchitectural Variants and Optimization Strategies” (2026) European Journal of Pure and Applied Mathematics, 19(1), p. 6334. doi:10.29020/nybg.ejpam.v19i1.6334.