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2025	Analysis of deep learning-based intrusion detection systems in IoT environments EDPACS Abdeslem Blali, Souhayla Dargaoui, Mourade Azrour, Azidine Guezzaz, Fatima Amounas, Abdulatif Alabdulatif
2025	A novel pythonic paradigm for image encryption using axis-aligned bounding boxes Scientific Reports Abdulbasid Banga, Akifa Abbas, Danish Ali, Nisreen Innab, Ala Saleh Alluhaidan, Nadeem Iqbal, Hossam Diab
2025	Evolutionary Computation for Feature Optimization and Image-Based Dimensionality Reduction in IoT Intrusion Detection Mathematics Hessah A. Alsalamah, Walaa N. Ismail
2025	Optimizing abnormal activities in IoT networks using IDS with deep learning and feature engineering Cluster Computing Mouaad Mohy-eddine, Kamal Bella, Azidine Guezzaz, Said Benkirane, Mourade Azrour, Youssef Kerfi
2025	Collaborative intrusion detection in resource-constrained IoT environments: Challenges, methods, and future directions a review Journal of Information Security and Applications Vasilis Ieropoulos, Eirini Anthi, Theodoros Spyridopoulos, Pete Burnap, Ioannis Mavromatis, Aftab Khan, Pietro Carnelli
2025	A hybrid LSTM-auto encoder and random forest-based cybersecurity framework with blockchain and Kafka integration International Journal of Information Technology D. S. Sahana, Sneha Sureddy
2025	Optimizing IoT Intrusion Detection: A Comparative Study of Ensemble-Based Models and Deep Learning Techniques National Academy Science Letters Sunil Kumar, Nayani Jindal, Srikruthi Neriyanuri, Parv Tandon, Govind Ram Chhimpa
2025	An explainable intrusion detection system using novel Indian millipede optimization and WGAN-GP with a dynamic attention-based ensemble model PeerJ Computer Science Ramya Chinnasamy, Malliga Subramanian
2024	2024 International Conference on Communication, Computing, Smart Materials and Devices (ICCCSMD) Shaik Abdul Hafeez, Mahaveerakannan R
2024	Enhancing IoT Network Security Using Feature Selection for Intrusion Detection Systems Applied Sciences Muhannad Almohaimeed, Faisal Albalwy
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