Advanced AI-Driven Cybersecurity Solutions: Intelligent Threat Detection, Explainability, and Adversarial Resilience. - G. Kirubavathi Venkatesh; Kiruba Marimuthu Eswaramoorthy; Abi Thangamuthu Shanthamani; Aksaya Venugopal; Asita Pon Bhavya Iyyappan; Thilaga Manickam; Ateeq Ur Rehman 002; Habib Hamam (Comput. Mater. Continua, 2026)