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2026	A hybrid lightweight feature extraction assisted ensemble approach for intrusion detection with ESMOTE-based class imbalance handling in IoT networks Computers and Electrical Engineering T. Ammannamma, ASN Chakravarthy
2025	A study on characterizing energy, latency and security for Intrusion Detection Systems on heterogeneous embedded platforms Future Generation Computer Systems Camélia Slimani, Louis Morge-Rollet, Laurent Lemarchand, David Espes, Frédéric Le Roy, Jalil Boukhobza
2025	Studies in Smart Technologies S. Divya, R. Tanuja
2025	Toward Enhancing Privacy Preservation of a Federated Learning CNN Intrusion Detection System in IoT: Method and Empirical Study ACM Transactions on Software Engineering and Methodology Damiano Torre, Anitha Chennamaneni, JaeYun Jo, Gitika Vyas, Brandon Sabrsula
2025	A comprehensive survey on deep learning‐based intrusion detection systems in Internet of Things (IoT) Expert Systems Qasem Abu Al‐Haija, Ayat Droos
2025	Semi-Supervised Learning with Entropy Filtering for Intrusion Detection in Asymmetrical IoT Systems Symmetry Badraddin Alturki, Abdulaziz A. Alsulami
2025	Lecture Notes in Networks and Systems Santosh Kumar Majhi, Khushi Agrawal, Swarupa Panda, Rosy Pradhan
2024	2024 IEEE 12th Region 10 Humanitarian Technology Conference (R10-HTC) Nurul Amirah Mashudi, Nurul Taqiah Ab Aziz, Wan Fariza Wan Abdul Rahman, Norulhusna Ahmad, Norliza Mohd Noor
2024	2024 1st International Conference on Trends in Engineering Systems and Technologies (ICTEST) Lakshmi S., Smitha Dharan
2024	A sequential deep learning framework for a robust and resilient network intrusion detection system Computers & Security Soumyadeep Hore, Jalal Ghadermazi, Ankit Shah, Nathaniel D. Bastian
2024	An Intrusion Detection Model Based on a Residual Memory Convolutional Neural Network with Attention Mechanism Journal of Physics: Conference Series Yuankai Liu, Feng Guo, Qian Zhao, Chuankun Wu
2024	Synergistic Approaches to Enhance IoT Intrusion Detection: Balancing Features through Combined Learning Informatics and Automation Chokkapu Narayanarao, Venkateswara Rao Mandapati, Bhaskara Rao Boddu
2024	A network intrusion detection system based on deep learning in the IoT The Journal of Supercomputing Xiao Wang, Lie Dai, Guang Yang
2023	Ensuring Intrusion Detection for IoT Services Through an Improved CNN SN Computer Science Sunday Adeola Ajagbe, Joseph Bamidele Awotunde, Hector Florez
2023	A Review of Anomaly Detection Strategies to Detect Threats to Cyber-Physical Systems Electronics Nicholas Jeffrey, Qing Tan, José R. Villar
2023	2023 26th Euromicro Conference on Digital System Design (DSD) Camélia Slimani, Louis Morge-Rollet, Laurent Lemarchand, Frédéric Le Roy, David Espes, Jalil Boukhobza
2023	Intrusion Detection Model for IoT Using Recurrent Kernel Convolutional Neural Network Wireless Personal Communications C. U. Om Kumar, Suguna Marappan, Bhavadharini Murugeshan, P. Mercy Rajaselvi Beaulah
2023	Anomaly-based cyberattacks detection for smart homes: A systematic literature review Internet of Things Juan Ignacio Iturbe Araya, Helena Rifà-Pous
2023	Advances in Computational Intelligence and Robotics G. Aarthi, S. Sharon Priya, W. Aisha Banu
2023	2023 International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS) Yerininti Venkata Narayana, Mooramreddy Sreedevi
2022	A Survey of CNN-Based Network Intrusion Detection Applied Sciences Leila Mohammadpour, Teck Chaw Ling, Chee Sun Liew, Alihossein Aryanfar
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