Empowering intrusion detection systems: a synergistic hybrid approach with optimization and deep learning techniques for network security. - Ramya Chinnasamy; Malliga Subramanian; Nandita Sengupta (Int. Arab J. Inf. Technol., 2025)

Deep learning-driven methods for network-based intrusion detection systems: A systematic review. - Ramya Chinnasamy; Malliga Subramanian; Sathishkumar Veerappampalayam Easwaramoorthy; Jaehyuk Cho (ICT Express, 2025)