Genesis Net: Fine Tuned Dense Net Configuration using Reinforcement Learning. - Praveen Thachappully Adithya; Raja Muthalagu; Sapna Sadhwani (AIVR, 2020)

SmartSentry: Cyber Threat Intelligence in Industrial IoT. - Sapna Sadhwani; Urvi Kavan Modi; Raja Muthalagu; Pranav M. Pawar (IEEE Access, 2024)

IoT BotScan: Ultra-Lightweight AI Defense Against Botnet Threats. - Sapna Sadhwani; Urvi Kavan Modi; Raja Muthalagu; Pranav M. Pawar; Alavikunhu Panthakkan; Wathiq Mansoor (IEEE Access, 2025)

IoT-based intrusion detection system using explainable multi-class deep learning approaches. - Sapna Sadhwani; Ameya Navare; Alan Mohan; Raja Muthalagu; Pranav M. Pawar (Comput. Electr. Eng., 2025)

5G-SIID: an intelligent hybrid DDoS intrusion detector for 5G IoT networks. - Sapna Sadhwani; Aakar Mathur; Raja Muthalagu; Pranav M. Pawar (Int. J. Mach. Learn. Cybern., 2025)