CANEDERLI: On The Impact of Adversarial Training and Transferability on CAN Intrusion Detection Systems

F Marchiori, M Conti - Proceedings of the 2024 ACM Workshop on …, 2024 - dl.acm.org
The growing integration of vehicles with external networks has led to a surge in attacks
targeting their Controller Area Network (CAN) internal bus. As a countermeasure, various …

A Deep Learning-Based IDS for Automotive Theft Detection for In-Vehicle CAN Bus

JA Khan, DW Lim, YS Kim - IEEE Access, 2023 - ieeexplore.ieee.org
Driver behavior features extracted from the controller area network (CAN) have potential
applications in improving vehicle safety. However, the development of a classifier-based …

Evaluation framework for network intrusion detection systems for in-vehicle can

G Dupont, J Den Hartog, S Etalle… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Modern vehicles are complex safety critical cyber physical systems, that are connected to
the outside world, with all security implications it brings. Different network intrusion detection …

Addressing the lack of comparability & testing in CAN intrusion detection research: A comprehensive guide to CAN IDS data & introduction of the ROAD dataset

ME Verma, MD Iannacone, RA Bridges… - arXiv preprint arXiv …, 2020 - arxiv.org
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …

A survey of network intrusion detection systems for controller area network

G Dupont, J den Hartog, S Etalle… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Modern vehicles are complex safety critical cyber physical systems, that are connected to
the outside world, with all security implications that brings. To enhance vehicle security …

Towards a CAN IDS based on a neural network data field predictor

K Pawelec, RA Bridges, FL Combs - Proceedings of the ACM Workshop …, 2019 - dl.acm.org
Modern vehicles contain a few controller area networks (CANs), which allow scores of on-
board electronic control units (ECUs) to communicate messages critical to vehicle functions …

CF-AIDS: Comprehensive Frequency-Agnostic Intrusion Detection System on In-Vehicle Network

MR Islam, M Sahlabadi, K Kim, Y Kim, K Yim - IEEE Access, 2023 - ieeexplore.ieee.org
Many studies have focused on obtaining high accuracy in the design of Intrusion Detection
Systems (IDS) for in-vehicle networks, neglecting the significance of different intensive …

Vehicle security: A survey of security issues and vulnerabilities, malware attacks and defenses

AA Elkhail, RUD Refat, R Habre, A Hafeez… - IEEE …, 2021 - ieeexplore.ieee.org
Recent years have led the path to the evolution of automotive technology and with these
new developments, modern vehicles are getting increasingly astute and offering growing …

Intrusion detection in vehicle controller area network (can) bus using machine learning: A comparative performance study

BS Bari, K Yelamarthi, S Ghafoor - Sensors, 2023 - mdpi.com
Electronic Control Units (ECUs) have been increasingly used in modern vehicles to control
the operations of the vehicle, improve driving comfort, and safety. For the operation of the …

CANPerFL: improve in-vehicle intrusion detection performance by sharing knowledge

TN Hoang, MR Islam, K Yim, D Kim - Applied Sciences, 2023 - mdpi.com
The Controller Area Network (CAN) is a widely used communication protocol in
automobiles, but it is vulnerable to various types of attacks. To address this issue …