Vehicle Network Security

AI-Driven Intrusion Detection Systems (IDS) on the ROAD Dataset: A Comparative Analysis for Automotive Controller Area Network (CAN)

Authors: Lorenzo Guerra, Linhan Xu, Paolo Bellavista, Thomas Chapuis, Guillaume Duc, Pavlo Mozharovskyi, Van-Tam Nguyen | Published: 2024-08-30 | Updated: 2024-09-05
Attack Method
Automated Intrusion Detection System
Vehicle Network Security
2024.08.30 2025.05.27
Literature Database

A Robust Multi-Stage Intrusion Detection System for In-Vehicle Network Security using Hierarchical Federated Learning

Authors: Muzun Althunayyan, Amir Javed, Omer Rana | Published: 2024-08-15
Model Performance Evaluation
Automated Intrusion Detection System
Vehicle Network Security
2024.08.15 2025.05.27
Literature Database

Detecting Masquerade Attacks in Controller Area Networks Using Graph Machine Learning

Authors: William Marfo, Pablo Moriano, Deepak K. Tosh, Shirley V. Moore | Published: 2024-08-10
Attack Method
Time Window Analysis
Vehicle Network Security
2024.08.10 2025.05.27
Literature Database

Exploring Highly Quantised Neural Networks for Intrusion Detection in Automotive CAN

Authors: Shashwat Khandelwal, Shreejith Shanker | Published: 2024-01-19
DoS Attack
Intrusion Detection System
Vehicle Network Security
2024.01.19 2025.05.27
Literature Database

Real-Time Zero-Day Intrusion Detection System for Automotive Controller Area Network on FPGAs

Authors: Shashwat Khandelwal, Shreejith Shanker | Published: 2024-01-19
Watermarking
Intrusion Detection System
Vehicle Network Security
2024.01.19 2025.05.27
Literature Database

Deep Learning-based Embedded Intrusion Detection System for Automotive CAN

Authors: Shashwat Khandelwal, Eashan Wadhwa, Shreejith Shanker | Published: 2024-01-19
FPGA
Intrusion Detection System
Vehicle Network Security
2024.01.19 2025.05.27
Literature Database

GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV

Authors: Anum Talpur, Mohan Gurusamy | Published: 2022-04-23 | Updated: 2022-09-12
Data Contamination Detection
Anomaly Detection Method
Vehicle Network Security
2022.04.23 2025.05.28
Literature Database

Detecting In-vehicle Intrusion via Semi-supervised Learning-based Convolutional Adversarial Autoencoders

Authors: Thien-Nu Hoang, Daehee Kim | Published: 2022-04-04
ML-Based IDS
Self-Supervised Learning
Vehicle Network Security
2022.04.04 2025.05.28
Literature Database

Automatic Driver Identification from In-Vehicle Network Logs

Authors: Mina Remeli, Szilvia Lestyan, Gergely Acs, Gergely Biczok | Published: 2019-10-25
Privacy Violation
Model Performance Evaluation
Vehicle Network Security
2019.10.25 2025.05.28
Literature Database