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Ensuring the safety of autonomous vehicles (AVs) is the key requisite for their acceptance in society. This complexity is the core challenge in formally proving their safety conditions with AI-based black-box controllers and surrounding…

Software Engineering · Computer Science 2024-01-11 Tsutomu Kobayashi , Martin Bondu , Fuyuki Ishikawa

In the automotive industry there is a need to handle broad quality deficiencies, eg, performance, maintainability, cybersecurity, safety, and privacy, to mention a few. The idea is to prevent these issues from reaching end-users, ie, road…

Cryptography and Security · Computer Science 2025-08-05 Ricardo M. Czekster

The development of software components for autonomous driving functions should always include an extensive and rigorous evaluation. Since real-world testing is expensive and safety-critical -- especially when facing dynamic racing scenarios…

Robotics · Computer Science 2020-06-18 Tim Stahl , Johannes Betz

Autonomous vehicles hold great promise for reducing traffic fatalities and improving transportation efficiency, yet their widespread adoption hinges on embedding credible and transparent ethical reasoning into routine and emergency…

Machine Learning · Computer Science 2025-11-10 Dianzhao Li , Ostap Okhrin

Development of applications related to closed-loop control requires either testing on the field or on a realistic simulator, with the latter being more convenient, inexpensive, safe, and leading to shorter development cycles. To address…

Vehicle-to-Everything (V2X) communication has become an integral component of Intelligent Transportation Systems (ITS) due to its ability to connect vehicles, pedestrians, infrastructure, and create situational awareness among vehicles.…

Networking and Internet Architecture · Computer Science 2021-01-19 Ghayoor Shah , MD Saifuddin , Yaser P. Fallah , Somak Datta Gupta

This paper presents a scenario generation framework that creates diverse, parametrized, and safety-critical driving situations to validate the safety features of autonomous vehicles in simulation [15]. By modeling factors such as road…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Kiruthiga Chandra Shekar , Aliasghar Moj Arab

There are many artificial intelligence algorithms for autonomous driving, but directly installing these algorithms on vehicles is unrealistic and expensive. At the same time, many of these algorithms need an environment to train and…

Robotics · Computer Science 2023-01-03 Wei Cao , Liguo Zhou , Yuhong Huang , Alois Knoll

Reactive and safe agent modelings are important for nowadays traffic simulator designs and safe planning applications. In this work, we proposed a reactive agent model which can ensure safety without comprising the original purposes, by…

Multiagent Systems · Computer Science 2021-09-15 Yue Meng , Zengyi Qin , Chuchu Fan

Simulation testing is a fundamental approach for evaluating automated vehicles (AVs). To ensure its reliability, it is crucial to accurately replicate interactions between AVs and background traffic, which necessitates effective…

Robotics · Computer Science 2025-12-19 Jia Hu , Junqi Li , Xuerun Yan , Jintao Lai , Lianhua An

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

Software Engineering · Computer Science 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Autonomous vehicles need to handle various traffic conditions and make safe and efficient decisions and maneuvers. However, on the one hand, a single optimization/sampling-based motion planner cannot efficiently generate safe trajectories…

Robotics · Computer Science 2021-06-10 Jinning Li , Liting Sun , Jianyu Chen , Masayoshi Tomizuka , Wei Zhan

The development of Autonomous Vehicles (AVs) has made significant progress in the last years. An important aspect in the development of AVs is the assessment of their safety. New approaches need to be worked out. Among these, real-world…

Robotics · Computer Science 2020-12-03 Erwin de Gelder , Olaf Op den Camp

Various automobile and mobility companies, for instance Ford, Uber and Waymo, are currently testing their pre-produced autonomous vehicle (AV) fleets on the public roads. However, due to rareness of the safety-critical cases and,…

Robotics · Computer Science 2018-09-11 Mansur Arief , Peter Glynn , Ding Zhao

An increasing number of studies employ virtual reality (VR) to evaluate interactions between autonomous vehicles (AVs) and pedestrians. VR simulators are valued for their cost-effectiveness, flexibility in developing various traffic…

Human-Computer Interaction · Computer Science 2024-03-19 Tram Thi Minh Tran , Callum Parker , Martin Tomitsch

Vulnerable Road User (VRU) safety has been an important issue throughout the years as corresponding fatality numbers in traffic have been increasing each year. With the developments in connected vehicle technology, there are new and easier…

Systems and Control · Electrical Eng. & Systems 2023-05-30 Sukru Yaren Gelbal , Mustafa Ridvan Cantas , Bilin Aksun Guvenc , Levent Guvenc , Gopichandra Surnilla , Hao Zhang

Recent advancements in large vision language models (VLMs) tailored for autonomous driving (AD) have shown strong scene understanding and reasoning capabilities, making them undeniable candidates for end-to-end driving systems. However,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-05 Shuo Xing , Hongyuan Hua , Xiangbo Gao , Shenzhe Zhu , Renjie Li , Kexin Tian , Xiaopeng Li , Heng Huang , Tianbao Yang , Zhangyang Wang , Yang Zhou , Huaxiu Yao , Zhengzhong Tu

Ensuring the safety of vulnerable road users (VRUs), such as pedestrians and cyclists, is a critical challenge for autonomous driving systems, as crashes involving VRUs often result in severe or fatal consequences. While multimodal large…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Younggun Kim , Ahmed S. Abdelrahman , Mohamed Abdel-Aty

The growing advancements in Autonomous Vehicles (AVs) have emphasized the critical need to prioritize the absolute safety of AV maneuvers, especially in dynamic and unpredictable environments or situations. This objective becomes even more…

Robotics · Computer Science 2023-05-30 Dimia Iberraken , Lounis Adouane

Ensuring the functional safety of Autonomous Vehicles (AVs) requires motion planning modules that not only operate within strict real-time constraints but also maintain controllability in case of system faults. Existing safeguarding…

Robotics · Computer Science 2026-01-08 Korbinian Moller , Glenn Johannes Tungka , Lucas Jürgens , Johannes Betz
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