Network Security Evaluation Using Deep Neural Network. - Loreen Mahmoud; K. N. Raja Praveen (ICITST, 2020)

A Comparative Study of LAD, CNN and DNN for Detecting Intrusions. - Sneha Chauhan; Loreen Mahmoud; Sugata Gangopadhyay; Aditi Kar Gangopadhyay (IDEAL, 2022)

Generating Adversarial Examples Using LAD. - Sneha Chauhan; Loreen Mahmoud; Tanay Sheth; Sugata Gangopadhyay; Aditi Kar Gangopadhyay (IDEAL, 2023)

Interpretable Ensemble Learning Model for Enabling an IDS to Detect DNS Attacks. - Loreen Mahmoud; Sreedev Pillai; Sugata Gangopadhyay (ISPR (2), 2024)

DSEM-NIDS: Enhanced Network Intrusion Detection System Using Deep Stacking Ensemble Model. - Loreen Mahmoud; Madhusanka Liyanage; Jitin Singla; Sugata Gangopadhyay (IEEE Open J. Comput. Soc., 2025)