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Testing functionality in Software-Defined Vehicles is challenging because requirements are written in natural language, specifications combine text, tables, and diagrams, while test assets are scattered across heterogeneous toolchains.…

Software Engineering · Computer Science 2026-02-18 Denesa Zyberaj , Lukasz Mazur , Pascal Hirmer , Nenad Petrovic , Marco Aiello , Alois Knoll

This paper introduces a GenAI-empowered approach to automated development of automotive software, with emphasis on autonomous and Advanced Driver Assistance Systems (ADAS) capabilities. The process starts with requirements as input, while…

Software Engineering · Computer Science 2025-07-25 Nenad Petrovic , Fengjunjie Pan , Vahid Zolfaghari , Krzysztof Lebioda , Andre Schamschurko , Alois Knoll

As the automotive industry shifts its focus toward software-defined vehicles, the need for faster and reliable software development continues to grow. However, traditional methods show their limitations. The rise of Generative Artificial…

Software Engineering · Computer Science 2025-12-19 Fengjunjie Pan , Yinglei Song , Long Wen , Nenad Petrovic , Krzysztof Lebioda , Alois Knoll

Adoption of state-of-art Generative Artificial Intelligence (GenAI) aims to revolutionize many industrial areas by reducing the amount of human intervention needed and effort for handling complex underlying processes. Automotive software…

Developing safety-critical automotive software presents significant challenges due to increasing system complexity and strict regulatory demands. This paper proposes a novel framework integrating Generative Artificial Intelligence (GenAI)…

Software Engineering · Computer Science 2025-06-05 Sven Kirchner , Alois C. Knoll

Test Driven Development (TDD) is one of the major practices of Extreme Programming for which incremental testing and refactoring trigger the code development. TDD has limited adoption in the industry, as it requires more code to be…

Software Engineering · Computer Science 2025-01-15 Moritz Mock , Jorge Melegati , Barbara Russo

Generative AI (GenAI) has demonstrated remarkable capabilities in code generation, and its integration into complex product modeling and simulation code generation can significantly enhance the efficiency of the system design phase in…

Software Engineering · Computer Science 2025-03-11 Lin Zhang , Yuteng Zhang , Dusit Niyato , Lei Ren , Pengfei Gu , Zhen Chen , Yuanjun Laili , Wentong Cai , Agostino Bruzzone

Generative AI (GenAI) is rapidly advancing the field of Autonomous Driving (AD), extending beyond traditional applications in text, image, and video generation. We explore how generative models can enhance automotive tasks, such as static…

Software Testing is a well-established area in software engineering, encompassing various techniques and methodologies to ensure the quality and reliability of software systems. However, with the advent of generative artificial intelligence…

Software Engineering · Computer Science 2023-09-18 Aldeida Aleti

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

Generative Artificial Intelligence is emerging as a transformative force in the automotive industry, enabling novel applications across vehicle design, manufacturing, autonomous driving, predictive maintenance, and in vehicle user…

Robotics · Computer Science 2025-11-04 Chaitanya Shinde , Divya Garikapati

Generative Artificial Intelligence (GenAI) has demonstrated its capabilities in the present world that reduce human effort significantly. It utilizes deep learning techniques to create original and realistic content in terms of text,…

Artificial Intelligence · Computer Science 2025-12-11 Aman Kumar , Deepak Narayan Gadde

The rapid development of generative AI (GenAI) models in computer vision necessitates effective evaluation methods to ensure their quality and fairness. Existing tools primarily focus on dataset quality assurance and model explainability,…

Human-Computer Interaction · Computer Science 2024-02-07 Tica Lin , Hanspeter Pfister , Jui-Hsien Wang

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

Software testing is a crucial phase in the software development lifecycle (SDLC), ensuring that products meet necessary functional, performance, and quality benchmarks before release. Despite advancements in automation, traditional methods…

Software Engineering · Computer Science 2026-03-10 Mohammad Baqar , Rajat Khanda

Automotive software testing continues to rely largely upon expensive field tests to ensure quality because alternatives like simulation-based testing are relatively immature. As a step towards lowering reliance on field tests, we present…

Software Engineering · Computer Science 2021-07-16 Dhasarathy Parthasarathy , Anton Johansson

In large organisations, knowledge is mainly shared in meetings, which takes up significant amounts of work time. Additionally, frequent in-person meetings produce inconsistent documentation -- official minutes, personal notes, presentations…

Computation and Language · Computer Science 2025-07-23 Simon Baeuerle , Max Radyschevski , Ulrike Pado

Software testing is essential to ensure system quality, but it remains time-consuming and error-prone when performed manually. Although recent advances in Large Language Models (LLMs) have enabled automated test generation, most existing…

Software Engineering · Computer Science 2025-10-02 Elvis Júnior , Alan Valejo , Jorge Valverde-Rebaza , Vânia de Oliveira Neves

This paper investigates current software testing systems and explores how artificial intelligence, specifically Generative AI, can be integrated to enhance these systems. It begins by examining different types of AI systems and focuses on…

Software Engineering · Computer Science 2026-03-03 Tanish Singla , Qusay H. Mahmoud

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

Software Engineering · Computer Science 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger
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