2025. Machine Learning-Driven Approach for DDOS Attacks Detection using Neural-Based Networks: A Proficiency Study. Mehran University Research Journal of Engineering and Technology. 44, 3 (Jul. 2025), 206–218. DOI:https://doi.org/10.22581/muet1982.3330.