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Many research papers have recently focused on behavioral-based driver authentication systems in vehicles. Pushed by Artificial Intelligence (AI) advancements, these works propose powerful models to identify drivers through their unique…

Cryptography and Security · Computer Science 2024-06-11 Emad Efatinasab , Francesco Marchiori , Denis Donadel , Alessandro Brighente , Mauro Conti

The challenge of establishing assurance in autonomy is rapidly attracting increasing interest in the industry, government, and academia. Autonomy is a broad and expansive capability that enables systems to behave without direct control by a…

Computers and Society · Computer Science 2020-10-28 Ufuk Topcu , Nadya Bliss , Nancy Cooke , Missy Cummings , Ashley Llorens , Howard Shrobe , Lenore Zuck

An open question in autonomous driving is how best to use simulation to validate the safety of autonomous vehicles. Existing techniques rely on simulated rollouts, which can be inefficient for finding rare failure events, while other…

Robotics · Computer Science 2020-06-29 Anthony Corso , Ritchie Lee , Mykel J. Kochenderfer

Risk is traditionally described as the expected likelihood of an undesirable outcome, such as collisions for autonomous vehicles. Accurately predicting risk or potentially risky situations is critical for the safe operation of autonomous…

Artificial Intelligence · Computer Science 2021-06-10 Kasra Mokhtari , Alan R. Wagner

The three keys to autonomous driving are sensors, data integration, and 100% safety decisions. In the past, due to the high latency and low reliability of the network, many decisions had to be made locally in the vehicle. This puts high…

Robotics · Computer Science 2021-08-23 Yuanzhe Jin , Neelanshi Varia , Chixiang Wang

Connected and Autonomous Electrified Vehicles (CAEV) is the solution to the future smart mobility having benefits of efficient traffic flow and cleaner environmental impact. Although CAEV has advantages they are still susceptible to…

Systems and Control · Electrical Eng. & Systems 2025-10-29 Shashank Dhananjay Vyas , Satadru Dey

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

Modern autonomous vehicles adopt state-of-the-art DNN models to interpret the sensor data and perceive the environment. However, DNN models are vulnerable to different types of adversarial attacks, which pose significant risks to the…

Computer Vision and Pattern Recognition · Computer Science 2022-07-14 Xingshuo Han , Guowen Xu , Yuan Zhou , Xuehuan Yang , Jiwei Li , Tianwei Zhang

In recent decades, society has witnessed significant advancements in emerging mobility systems. These systems refer to transportation solutions that incorporate digital technologies, automation, connectivity, and sustainability to create…

Systems and Control · Electrical Eng. & Systems 2025-07-03 Filippos N. Tzortzoglou , Andreas A. Malikopoulos

Autonomous Vehicles (AVs) redefine transportation with sophisticated technology, integrating sensors, cameras, and intricate algorithms. Implementing machine learning in AV perception demands robust hardware accelerators to achieve…

Hardware Architecture · Computer Science 2024-05-02 Ruba Islayem , Fatima Alhosani , Raghad Hashem , Afra Alzaabi , Mahmoud Meribout

The safety of autonomous vehicles (AVs) depends on their ability to perform complex computations on high-volume sensor data in a timely manner. Their ability to run these computations with state-of-the-art models is limited by the…

Robotics · Computer Science 2023-08-08 Peter Schafhalter , Sukrit Kalra , Le Xu , Joseph E. Gonzalez , Ion Stoica

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

The end-to-end learning pipeline is gradually creating a paradigm shift in the ongoing development of highly autonomous vehicles (AVs), largely due to advances in deep learning, the availability of large-scale training datasets, and…

Robotics · Computer Science 2025-05-30 Shahin Atakishiyev , Mohammad Salameh , Randy Goebel

Autonomous cars are well known for being vulnerable to adversarial attacks that can compromise the safety of the car and pose danger to other road users. To effectively defend against adversaries, it is required to not only test autonomous…

Artificial Intelligence · Computer Science 2023-02-22 Aizaz Sharif , Dusica Marijan

Autonomous driving has rapidly evolved through synergistic developments in hardware and artificial intelligence. This comprehensive review investigates traffic datasets and simulators as dual pillars supporting autonomous vehicle (AV)…

Robotics · Computer Science 2025-08-28 Supriya Sarker , Brent Maples , Iftekharul Islam , Muyang Fan , Christos Papadopoulos , Weizi Li

Autonomous Vehicles are currently being tested in a variety of scenarios. As we move towards Autonomous Vehicles, how should intersections look? To answer that question, we break down an intersection management into the different conundrums…

Robotics · Computer Science 2018-09-10 Shravan Krishnan , Govind Aadithya R , Rahul Ramakrishnan , Vijay Arvindh , Sivanathan K

Autonomous driving has made significant progress in both academia and industry, including performance improvements in perception task and the development of end-to-end autonomous driving systems. However, the safety and robustness…

Robotics · Computer Science 2025-04-08 Jingzheng Li , Xianglong Liu , Shikui Wei , Zhijun Chen , Bing Li , Qing Guo , Xianqi Yang , Yanjun Pu , Jiakai Wang

The automotive industry has witnessed an increasing level of development in the past decades; from manufacturing manually operated vehicles to manufacturing vehicles with a high level of automation. With the recent developments in…

Human-Computer Interaction · Computer Science 2021-11-11 Daniel Omeiza , Helena Webb , Marina Jirotka , Lars Kunze

Autonomous driving is getting a lot of attention in the last decade and will be the hot topic at least until the first successful certification of a car with Level 5 autonomy. There are many public datasets in the academic community.…

Computer Vision and Pattern Recognition · Computer Science 2019-01-29 Michal Uricar , David Hurych , Pavel Krizek , Senthil Yogamani

The global movement of people and goods has increased the risk of biosecurity threats and their potential to incur large economic, social, and environmental costs. Conventional manual biosecurity surveillance methods are limited by their…