Paul Agbaje, Abraham Mookhoek, Afia Anjum, Arkajyoti Mitra (University of Texas at Arlington), Mert D. Pesé (Clemson University), Habeeb Olufowobi (University of Texas at Arlington)

Millions of lives are lost due to road accidents each year, emphasizing the importance of improving driver safety measures. In addition, physical vehicle security is a persistent challenge exacerbated by the growing interconnectivity of vehicles, allowing adversaries to engage in vehicle theft and compromising driver privacy. The integration of advanced sensors with internet connectivity has ushered in the era of intelligent transportation systems (ITS), enabling vehicles to generate abundant data that facilitates diverse vehicular applications. These data can also provide insights into driver behavior, enabling effective driver monitoring to support safety and security. In this paper, we propose AutoWatch, a graph-based approach for modeling the behavior of drivers, verifying the identity of the driver, and detecting unsafe driving maneuvers. Our evaluation shows that AutoWatch can improve driver identification accuracy by up to 22% and driving maneuver classification by up to 5.7% compared to baseline techniques.

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Sourav Das (University of Illinois at Urbana-Champaign), Zhuolun Xiang (Aptos), Ling Ren (University of Illinois at Urbana-Champaign)

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Md Hasan Shahriar, Wenjing Lou, Y. Thomas Hou (Virginia Polytechnic Institute and State University)

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Pengxiang Ma (Huazhong University of Science and Technology), Ningyu He (Peking University), Yuhua Huang (Huazhong University of Science and Technology), Haoyu Wang (Huazhong University of Science and Technology), Xiapu Luo (The Hong Kong Polytechnic University)

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Vision: “AccessFormer”: Feedback-Driven Access Control Policy

Sakuna Harinda Jayasundara, Nalin Asanka Gamagedara Arachchilage, Giovanni Russello (University of Auckland)

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