The published IEEE research by Venkata Sai Swaroop Reddy, demonstrated at ICEC 2024, illustrates a significant evolution in cybersecurity. By integrating deep learning methods such as GANs, MLPs, and CNNs, his work achieves notable reductions in risk and cost. Results indicate a 65% drop in phishing and over 40% improvement in detection, shifting defenses from reactive to proactive.