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The advent of Autonomous Driving Systems (ADS) has marked a significant shift towards intelligent transportation, with implications for public safety and traffic efficiency. While these systems integrate a variety of technologies and offer…

Software Engineering · Computer Science 2025-02-28 Wenyuan Cheng , Zengyang Li , Peng Liang , Ran Mo , Hui Liu

Autonomous driving systems (ADS) have been an active area of research, with the potential to deliver significant benefits to society. However, before large-scale deployment on public roads, extensive testing is necessary to validate their…

Software Engineering · Computer Science 2025-08-28 Qunying Song , He Ye , Mark Harman , Federica Sarro

Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina

The specification of requirements and tests are crucial activities in automotive development projects. However, due to the increasing complexity of automotive systems, practitioners fail to specify requirements and tests for distributed and…

Autonomous driving is undergoing a shift from modular rule based pipelines toward end to end (E2E) learning systems. This paper examines this transition by tracing the evolution from classical sense perceive plan control architectures to…

Robotics · Computer Science 2026-03-18 Eduardo Nebot , Julie Stephany Berrio Perez

Software as a Service (SaaS) is well established as an effective model for the development, deployment and customization of software. As it continues to gain more momentum in the IT industry, many user experience challenges and issues are…

Human-Computer Interaction · Computer Science 2018-12-11 Lakshmi Sirisha Revadi , Xi Zheng , Yupeng Jiang

Designing, assuring and releasing safe automated vehicles is a highly interdisciplinary process. As complex systems, automated driving systems will inevitably be subject to emergent properties, i. e., the properties of the overall system…

Systems and Control · Electrical Eng. & Systems 2025-02-11 Marcus Nolte , Markus Maurer

The emergence of connected vehicles is driven by increasing customer and regulatory demands. To meet these, more complex software applications, some of which require service-based cloud and edge backends, are developed. When new software is…

Emerging Technologies · Computer Science 2024-12-18 M. Weiß , J. Stümpfle , F. Dettinger , N. Jazdi , M. Weyrich

Vehicle computing represents a fundamental shift in how autonomous vehicles are designed and deployed, transforming them from isolated transportation systems into mobile computing platforms that support both safety-critical, real-time…

Operating Systems · Computer Science 2026-01-26 Yuxin Wang , Yuankai He , Boyang Tian , Lichen Xian , Weisong Shi

Traditionally, promoted by the internet companies, continuous delivery is more and more appealing to industries which develop systems with safety-critical functions. Since safety-critical systems must meet regulatory requirements and…

Software Engineering · Computer Science 2021-06-15 Marc Zeller

Context: Continuous integration (CI) is a software engineering technique that proclaims a set of frequent activities to assure the health of the software product. Researchers and practitioners mention several benefits related to CI.…

Software Engineering · Computer Science 2022-01-11 Eliezio Soares , Gustavo Sizilio , Jadson Santos , Daniel Alencar , Uira Kulesza

The way we travel is changing rapidly, and Cooperative Intelligent Transportation Systems (C-ITSs) are at the forefront of this evolution. However, the adoption of C-ITSs introduces new risks and challenges, making cybersecurity a top…

Product Line Engineering (PLE) is a crucial practice in many software development environments where software systems are complex and developed for multiple customers with varying needs. At the same time, many development processes are use…

Software Engineering · Computer Science 2020-06-19 Ines Hajri , Arda Goknil , Fabrizio Pastore , Lionel C. Briand

Advanced driver assistance systems (ADAS) are often used in the automotive industry to highlight innovative improvements in vehicle safety. However, today it is unclear whether certain automation (e.g., adaptive cruise control, lane…

Human-Computer Interaction · Computer Science 2021-09-27 Sophie Le Page , Jason Millar , Kelly Bronson , Shalaleh Rismani , AJung Moon

Continuous engineering of autonomous driving functions commonly requires deploying vehicles in road testing to obtain inputs that cause problematic decisions. Although the discovery leads to producing an improved system, it also challenges…

Artificial Intelligence · Computer Science 2021-09-28 Chih-Hong Cheng , Rongjie Yan

Automated driving (AD) is promising, but the transition to fully autonomous driving is, among other things, subject to the real, ever-changing open world and the resulting challenges. However, research in the field of AD demonstrates the…

Robotics · Computer Science 2026-02-02 Lars Ullrich , Michael Buchholz , Klaus Dietmayer , Knut Graichen

Modern self-driving autonomy systems heavily rely on deep learning. As a consequence, their performance is influenced significantly by the quality and richness of the training data. Data collecting platforms can generate many hours of raw…

Machine Learning · Computer Science 2021-01-19 Abbas Sadat , Sean Segal , Sergio Casas , James Tu , Bin Yang , Raquel Urtasun , Ersin Yumer

Companies dealing with Artificial Intelligence (AI) models in Autonomous Systems (AS) face several problems, such as users' lack of trust in adverse or unknown conditions, gaps between software engineering and AI model development, and…

Software Engineering · Computer Science 2021-04-26 Silverio Martínez-Fernández , Xavier Franch , Andreas Jedlitschka , Marc Oriol , Adam Trendowicz

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

Computing systems form the backbone of many areas in our society, from manufacturing to traffic control, healthcare, and financial systems. When software plays a vital role in the design, construction, and operation, these systems are…

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