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2025	HBiLD-IDS: An Efficient Hybrid BiLSTM-DNN Model for Real-Time Intrusion Detection in IoMT Networks Information Hamed Benahmed, Mohammed M’hamedi, Mohammed Merzoug, Mourad Hadjila, Amina Bekkouche, Abdelhak Etchiali, Saïd Mahmoudi
2025	IoTGuard: Enhancing Trust Management in IoT with Long Short-Term Memory and Multi-criteria Decision-Making Techniques SN Computer Science Raja Waseem Anwar, Nafaa Jabeur, Haroon Malik
2025	RF-FedAvg: Federated learning-based random forest model for intrusion detection in wireless sensor networks Cluster Computing Ansam Khraisat, Md. Alamin Talukder, Md. Ashraf Uddin, Ammar Alazab
2025	MBID: A Scalable Multi-Tier Blockchain Architecture with Physics-Informed Neural Networks for Intrusion Detection in Large-Scale IoT Networks Computer Modeling in Engineering & Sciences Saeed Ullah, Junsheng Wu, Mian Muhammad Kamal, Heba G. Mohamed, Muhammad Sheraz, Teong Chee Chuah
2025	2025 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI) A. Menaka, K Sakthivel, G. Amirthayogam, S. Prabavathi, P. Vijayakumar, Vedhashree S K
2025	GetFed: Accurate, Differentially Private Federated Learning With GAN-Based Data Generation IEEE Transactions on Dependable and Secure Computing Hao Bai, Kun He, Yuqing Li, Jing Chen, Haowei Li, Zhongmou Liu, Xuanang Yang, Ruiying Du
2025	Federated learning for privacy-enhanced mental health prediction with multimodal data integration Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization Parul Dubey, Pushkar Dubey, Pitshou N. Bokoro
2025	2025 9th International Conference on Inventive Systems and Control (ICISC) Prajwalasimha SN, Dilip Kumar Jang Bahadur Saini, Nilesh Shelke, Amit Pimpalkar, Sumathi D, G Hemanth Kumar
2025	Privacy-Preserving Distributed Fault Diagnosis for Multiple Wind Farms Using a Federated Feature Fusion Method IEEE Transactions on Automation Science and Engineering Zhijun Wang, Yanting Li, Zijun Zhang, Ershun Pan
2025	A triple-layer authentication framework with elliptic curve cryptography for securing IoT-assisted wireless sensor networks PLOS One Meshari D. Alanazi
2025	Harnessing Autoencoder-Based Power Allocation for Direct-to-Satellite IoT IEEE Internet of Things Journal Shiva Raj Pokhrel, Sohaib Aslam, Moayad Aloqaily
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