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Ai-based intrusion detection systems for in-vehicle networks: A survey
The Controller Area Network (CAN) is the most widely used in-vehicle communication
protocol, which still lacks the implementation of suitable security mechanisms such as …
protocol, which still lacks the implementation of suitable security mechanisms such as …
Deep learning in the fast lane: A survey on advanced intrusion detection systems for intelligent vehicle networks
The rapid evolution of modern automobiles into intelligent and interconnected entities
presents new challenges in cybersecurity, particularly in Intrusion Detection Systems (IDS) …
presents new challenges in cybersecurity, particularly in Intrusion Detection Systems (IDS) …
Autoencoders and their applications in machine learning: a survey
Autoencoders have become a hot researched topic in unsupervised learning due to their
ability to learn data features and act as a dimensionality reduction method. With rapid …
ability to learn data features and act as a dimensionality reduction method. With rapid …
Transformer-based attention network for in-vehicle intrusion detection
Despite the significant advantages of communication systems between electronic control
units, the controller area network (CAN) protocol is vulnerable to attacks owing to its weak …
units, the controller area network (CAN) protocol is vulnerable to attacks owing to its weak …
AI-based anomaly identification techniques for vehicles communication protocol systems: Comprehensive investigation, research opportunities and challenges
Abstract The use of Controller Area Network in advanced automobiles as a communication
technology is becoming more common. However, there is a lack of adequate privacy …
technology is becoming more common. However, there is a lack of adequate privacy …
[HTML][HTML] An enhanced minimax loss function technique in generative adversarial network for ransomware behavior prediction
Recent ransomware attacks threaten not only personal files but also critical infrastructure
like smart grids, necessitating early detection before encryption occurs. Current methods …
like smart grids, necessitating early detection before encryption occurs. Current methods …
[HTML][HTML] A robust multi-stage intrusion detection system for in-vehicle network security using hierarchical federated learning
As connected and autonomous vehicles proliferate, the Controller Area Network (CAN) bus
has become the predominant communication standard for in-vehicle networks due to its …
has become the predominant communication standard for in-vehicle networks due to its …
[HTML][HTML] Supervised contrastive ResNet and transfer learning for the in-vehicle intrusion detection system
High-end vehicles have been equipped with several electronic control units (ECUs), which
provide upgrading functions to enhance the driving experience. The controller area network …
provide upgrading functions to enhance the driving experience. The controller area network …
X-CANIDS: Signal-aware explainable intrusion detection system for controller area network-based in-vehicle network
Controller Area Network (CAN) is an essential networking protocol that connects multiple
electronic control units (ECUs) in a vehicle. However, CAN-based in-vehicle networks (IVNs) …
electronic control units (ECUs) in a vehicle. However, CAN-based in-vehicle networks (IVNs) …
Multi-classification in-vehicle intrusion detection system using packet-and sequence-level characteristics from time-embedded transformer with autoencoder
In recent years, the increased application of controller area network (CAN) protocols has
made it the de facto standard for communication between electronic control units (ECUs) in …
made it the de facto standard for communication between electronic control units (ECUs) in …