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2026	Challenges and opportunities of synthetic data generation for machine learning-based intrusion detection systems in in-vehicle networks Vehicular Communications Junhui Li, Nikolaos Ersotelos, Michail-Antisthenis Tsompanas, Gregory Epiphaniou
2026	Generative AI-based intrusion detection systems for intra-vehicle networks Ad Hoc Networks Guettouche Asaouer, Djallel Eddine Boubiche
2026	Defense Against Adversarial Samples for Replay Attacks in Automotive AVTP Streams via a Novel Bidirectional Mamba-Based Intrusion Detection System IEEE Internet of Things Journal Haihang Zhao, Yi Wang, Shanshan Wang, Anyu Cheng, Changqing Li
2025	2025 12th International Conference on Wireless Networks and Mobile Communications (WINCOM) Nadim Ahmed, Md. Ashraful Babu, Md. Manir Hossain Mollah, Md. Mortuza Ahmmed, M. Mostafizur Rahman, Mufti Mahmud
2025	Explainable AI for Federated Learning-Based Intrusion Detection Systems in Connected Vehicles Electronics Ramin Taheri, Raheleh Jafari, Alexander Gegov, Farzad Arabikhan, Alexandar Ichtev
2025	Adaptive RNN Hyperparameter Tuning for Optimized IDS Across Platforms IEEE Open Journal of Vehicular Technology Kamronbek Yusupov, Md Rezanur Islam, Ibrokhim Muminov, Mahdi Sahlabadi, Kangbin Yim
2025	Securing the CAN bus using deep learning for intrusion detection in vehicles Scientific Reports Ritu Rai, Jyoti Grover, Prinkle Sharma, Ayush Pareek
2025	2025 3rd International Conference on Data Science and Information System (ICDSIS) Sd. Masood Hussain, Sivaprasad D, Sravani G, Thulasi A, Venkata Jaya Sree N
2025	Blockchain-Enhanced Feature Engineered Data Falsification Detection in 6G In-Vehicle Networks IEEE Internet of Things Journal Hope Leticia Nakayiza, Love Allen Chijioke Ahakonye, Dong-Seong Kim, Jae-Min Lee
2025	Adaptive Autoencoder-Based Intrusion Detection System with Single Threshold for CAN Networks Sensors Donghyeon Kim, Hyungchul Im, Seongsoo Lee
2025	Mitigating Zero-Day Vulnerabilities in IIoT Systems: Challenges and Advances in AI-Powered Intrusion Detection Systems Mesopotamian Journal of CyberSecurity Khalid Asaad Hashim, Yusnani Binti Mohd Yussoff, Shahrani Binti Shahbudin
2025	Intrusion Detection Systems for In-Vehicle Networks: Protocols, Applications, and Challenges IEEE Access Junaid Ahmad Khan, Muhammad Asif Khan, Nasir Saeed, Pierre-Louis Cayrel, Changhee Hahn
2025	2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall) Jonggwon Kim, Hyungchul Im, Seongsoo Lee
2024	Analyzing the effectiveness of IDS/IPS in real-time with a custom in-vehicle design Procedia Computer Science Akwasi Adu-Kyere, Ethiopia Nigussie, Jouni Isoaho
2024	In-vehicle communication cyber security: A comprehensive review of challenges and solutions Vehicular Communications Batuhan Gul, Fatih Ertam
2024	A Novel Architecture for an Intrusion Detection System Utilizing Cross-Check Filters for In-Vehicle Networks Sensors Hyungchul Im, Donghyeon Lee, Seongsoo Lee