2025. Deep Neural Intelligence for Proactive Cyber Defence: A Comprehensive Review of Emerging Machine Learning Architectures. International Journal of Multidisciplinary Engineering In Current Research. 10, 11 (Nov. 2025), 29–39. DOI:https://doi.org/10.63665/IJMEC.1011.05.