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In this study, we attempt to add to the literature of Connected and Automated Vehicle (CAV) security by incorporating the security vulnerabilities and countermeasures of the Vehicular Ad hoc Networks (VANETs) and their access technologies.…

Cryptography and Security · Computer Science 2019-03-06 Kaveh Bakhsh Kelarestaghi , Mahsa Foruhandeh , Kevin Heaslip , Ryan Gerdes

Crash data of autonomous vehicles (AV) or vehicles equipped with advanced driver assistance systems (ADAS) are the key information to understand the crash nature and to enhance the automation systems. However, most of the existing crash…

Robotics · Computer Science 2023-03-24 Ou Zheng , Mohamed Abdel-Aty , Zijin Wang , Shengxuan Ding , Dongdong Wang , Yuxuan Huang

Autonomous vehicle (AV) perception models are typically evaluated solely on benchmark performance metrics, with limited attention to code quality, production readiness and long-term maintainability. This creates a significant gap between…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Mateus Karvat , Bram Adams , Sidney Givigi

To date, hundreds of crashes have occurred in open road testing of automated vehicles (AVs), highlighting the need for improving AV reliability and safety. Pre-crash scenario typology classifies crashes based on vehicle dynamics and…

Robotics · Computer Science 2025-03-03 Yixuan Li , Xuesong Wang , Tianyi Wang , Qian Liu

The increasing prevalence of software vulnerabilities necessitates automated vulnerability repair (AVR) techniques. This Systematization of Knowledge (SoK) provides a comprehensive overview of the AVR landscape, encompassing both synthetic…

Cryptography and Security · Computer Science 2025-02-03 Ying Li , Faysal hossain shezan , Bomin wei , Gang Wang , Yuan Tian

Cyber security is one of the most significant challenges in connected vehicular systems and connected vehicles are prone to different cybersecurity attacks that endanger passengers' safety. Cyber security in intelligent connected vehicles…

Cryptography and Security · Computer Science 2019-07-18 Mahdi Dibaei , Xi Zheng , Kun Jiang , Sasa Maric , Robert Abbas , Shigang Liu , Yuexin Zhang , Yao Deng , Sheng Wen , Jun Zhang , Yang Xiang , Shui Yu

Context: Demonstrating high reliability and safety for safety-critical systems (SCSs) remains a hard problem. Diverse evidence needs to be combined in a rigorous way: in particular, results of operational testing with other evidence from…

Artificial Intelligence · Computer Science 2020-08-24 Xingyu Zhao , Kizito Salako , Lorenzo Strigini , Valentin Robu , David Flynn

Autonomous vehicles (AVs) are expected to bring major benefits to transport and society. To exploit this potential, their acceptance by society is a necessary condition. However, AV acceptance is currently at stake: AVs face resistance by…

Human-Computer Interaction · Computer Science 2023-09-20 Sina Nordhoff

With their potential to significantly reduce traffic accidents, enhance road safety, optimize traffic flow, and decrease congestion, autonomous driving systems are a major focus of research and development in recent years. Beyond these…

Robotics · Computer Science 2024-11-18 Xu Wang , Mohammad Ali Maleki , Muhammad Waqar Azhar , Pedro Trancoso

Automated vehicles (AVs) are expected to increase traffic safety and traffic efficiency, among others by enabling flexible mobility-on-demand systems. This is particularly important in Singapore, being one of the world's most densely…

Robotics · Computer Science 2021-12-20 J. Ploeg , E. de Gelder , M. Slavík , E. Querner , T. Webster , N. de Boer

Software vulnerabilities (SVs) have emerged as a prevalent and critical concern for safety-critical security systems. This has spurred significant advancements in utilizing AI-based methods, including machine learning and deep learning, for…

Software Engineering · Computer Science 2025-10-07 Van Nguyen , Surya Nepal , Tingmin Wu , Xingliang Yuan , Carsten Rudolph

Electric Vehicles (EVs), like all modern vehicles, are entirely controlled by electronic devices embedded within networks that are exposed to the threat of cyberattacks. Cyber vulnerabilities are magnified with EVs due to unique risks…

Cryptography and Security · Computer Science 2019-09-10 Shashank Sripad , Sekar Kulandaivel , Vikram Pande , Vyas Sekar , Venkatasubramanian Viswanathan

The in-vehicle diagnostic and software update system, which supports remote diagnostic and Over-The-Air (OTA) software updates, is a critical attack goal in automobiles. Adversaries can inject malicious software into vehicles or steal…

Cryptography and Security · Computer Science 2020-12-01 Jinghua Yu , Stefan Wagner , Feng Luo

Safety architectures play a crucial role in the safety assurance of automated driving vehicles (ADVs). They can be used as safety envelopes of black-box ADV controllers, and for graceful degradation from one ODD to another. Building on our…

Robotics · Computer Science 2023-08-22 Clovis Eberhart , Jérémy Dubut , James Haydon , Ichiro Hasuo

Autonomous Vehicles (AVs) promise a range of societal advantages, including broader access to mobility, reduced road accidents, and enhanced transportation efficiency. However, evaluating the risks linked to AVs is complex due to limited…

Robotics · Computer Science 2023-11-30 Alessandro Zanardi , Andrea Censi , Margherita Atzei , Luigi Di Lillo , Emilio Frazzoli

Autonomous Vehicles (AVs) are increasingly embraced around the world to advance smart mobility and more broadly, smart, and sustainable cities. Algorithms form the basis of decision-making in AVs, allowing them to perform driving tasks…

Computers and Society · Computer Science 2019-10-30 Hazel Si Min Lim , Araz Taeihagh

A growing number of vehicles are being transformed into semi-autonomous vehicles (Level 2 autonomy) by relying on advanced driver assistance systems (ADAS) to improve the driving experience. However, the increasing complexity and…

Software Engineering · Computer Science 2022-07-06 Xugui Zhou , Anna Schmedding , Haotian Ren , Lishan Yang , Philip Schowitz , Evgenia Smirni , Homa Alemzadeh

The rapid development of artificial intelligence, especially deep learning technology, has advanced autonomous driving systems (ADSs) by providing precise control decisions to counterpart almost any driving event, spanning from anti-fatigue…

Machine Learning · Computer Science 2021-04-13 Yao Deng , Tiehua Zhang , Guannan Lou , Xi Zheng , Jiong Jin , Qing-Long Han

The complexity of automated driving poses challenges for providing safety assurance. Focusing on the architecting of an Autonomous Driving Intelligence (ADI), i.e. the computational intelligence, sensors and communication needed for high…

Systems and Control · Electrical Eng. & Systems 2019-12-06 Martin Törngren , Xinhai Zhang , Naveen Mohan , Matthias Becker , Lars Svensson , Xin Tao , De-Jiu Chen , Jonas Westman

As software becomes increasingly pervasive in critical domains like autonomous driving, new challenges arise, necessitating rethinking of system engineering approaches. The gradual takeover of all critical driving functions by autonomous…

Software Engineering · Computer Science 2023-08-22 Dasa Kusnirakova , Barbora Buhnova