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For efficiency reasons, the software system designers' will is to use an integrated set of methods and tools to describe specifications and designs, and also to perform analyses such as dependability, schedulability and performance. AADL…

Performance · Computer Science 2007-05-23 Ana-Elena Rugina , Karama Kanoun , Mohamed Kaaniche

Agentic AI systems can now generate code with remarkable fluency, but a fundamental question remains: \emph{does the generated code actually do what the user intended?} The gap between informal natural language requirements and precise…

Software Engineering · Computer Science 2026-03-19 Shuvendu K. Lahiri

Customization has long been a central goal in interactive systems, yet prior work shows that end-user tailoring occurs infrequently and is often confined to initial setup or moments of breakdown. Recent advances in generative AI suggest…

Human-Computer Interaction · Computer Science 2026-05-13 Karthik Sreedhar , Aryan Kaul , Lydia B. Chilton

Large language models (LLMs) have recently demonstrated strong capabilities in generating functional and aesthetic web interfaces directly from instructions. However, these models often replicate accessibility flaws from their training…

Software Engineering · Computer Science 2025-10-17 Janghan Yoon , Jaegwan Cho , Junhyeok Kim , Jiwan Chung , Jaehyun Jeon , Youngjae Yu

Automatically generated software, especially code produced by Large Language Models (LLMs), is increasingly adopted to accelerate development and reduce manual effort. However, little is known about the long-term reliability of such systems…

Software Engineering · Computer Science 2025-10-29 César Santos , Ermeson Andrade , Roberto Natella

The emergent large language/multimodal models facilitate the evolution of mobile agents, especially in mobile UI task automation. However, existing evaluation approaches, which rely on human validation or established datasets to compare…

Human-Computer Interaction · Computer Science 2024-08-05 Li Zhang , Shihe Wang , Xianqing Jia , Zhihan Zheng , Yunhe Yan , Longxi Gao , Yuanchun Li , Mengwei Xu

Automated Driving System (ADS) is a safety-critical software system responsible for the interpretation of the vehicle's environment and making decisions accordingly. The unbounded complexity of the driving context, including unforeseeable…

Test-driven development (TDD) is the practice of writing tests first and coding later, and the proponents of TDD expound its numerous benefits. For instance, given an issue on a source code repository, tests can clarify the desired behavior…

Software Engineering · Computer Science 2024-12-05 Toufique Ahmed , Martin Hirzel , Rangeet Pan , Avraham Shinnar , Saurabh Sinha

LLM applications (i.e., LLM apps) leverage the powerful capabilities of LLMs to provide users with customized services, revolutionizing traditional application development. While the increasing prevalence of LLM-powered applications…

Cryptography and Security · Computer Science 2025-12-17 Yunyi Zhang , Shibo Cui , Baojun Liu , Jingkai Yu , Min Zhang , Fan Shi , Han Zheng

With the rapid rise of large language models (LLMs), phone automation has undergone transformative changes. This paper systematically reviews LLM-driven phone GUI agents, highlighting their evolution from script-based automation to…

Android is the largest mobile platform, yet automatically building applications remains a practical challenge. While Large Language Models (LLMs) show promise for code repair, their use for fixing Android build errors remains underexplored.…

Software Engineering · Computer Science 2026-04-03 Ha Min Son , Huan Ren , Xin Liu , Zhe Zhao

Automatic code generation has recently attracted large attention and is becoming more significant to the software development process. Solutions based on Machine Learning and Artificial Intelligence are being used to increase human and…

Software Engineering · Computer Science 2023-05-22 Leon Chemnitz , David Reichenbach , Hani Aldebes , Mariam Naveed , Krishna Narasimhan , Mira Mezini

Automated code generation has long been considered the holy grail of software engineering. The emergence of Large Language Models (LLMs) has catalyzed a revolutionary breakthrough in this area. However, existing methods that only rely on…

Software Engineering · Computer Science 2025-08-27 Xu Lu , Weisong Sun , Yiran Zhang , Ming Hu , Cong Tian , Zhi Jin , Yang Liu

Large language model (LLM)-based mobile agents are increasingly popular due to their capability to interact directly with mobile phone Graphic User Interfaces (GUIs) and their potential to autonomously manage daily tasks. Despite their…

Artificial Intelligence · Computer Science 2024-06-13 Luyuan Wang , Yongyu Deng , Yiwei Zha , Guodong Mao , Qinmin Wang , Tianchen Min , Wei Chen , Shoufa Chen

In software development, the raw requirements proposed by users are frequently incomplete, which impedes the complete implementation of application functionalities. With the emergence of large language models, recent methods with the…

Software Engineering · Computer Science 2024-11-11 Sai Zhang , Zhenchang Xing , Ronghui Guo , Fangzhou Xu , Lei Chen , Zhaoyuan Zhang , Xiaowang Zhang , Zhiyong Feng , Zhiqiang Zhuang

The proliferation of mobile apps and reduced time in mobile app releases mandates the need for faster and efficient testing of mobile apps, their GUI and functional capabilities. Though, there are wide variety of open source tools and…

Programming Languages · Computer Science 2018-10-15 Poornima Gopi

Background. Evidence suggests that mobile applications are not thoroughly tested as their desktop counterparts. In particular GUI testing is generally limited. Like web-based applications, mobile apps suffer from GUI test fragility, i.e.…

Software Engineering · Computer Science 2017-11-13 Riccardo Coppola , Maurizio Morisio , Marco Torchiano

With the advancement of Multimodal Large Language Models (MLLM), LLM-driven visual agents are increasingly impacting software interfaces, particularly those with graphical user interfaces. This work introduces a novel LLM-based multimodal…

Human-Computer Interaction · Computer Science 2025-09-18 Yanda Li , Chi Zhang , Wenjia Jiang , Wanqi Yang , Bin Fu , Pei Cheng , Xin Chen , Ling Chen , Yunchao Wei

Mobile apps often suffer from functional bugs that do not cause crashes but instead manifest as incorrect behaviors under specific user interactions. Such bugs are difficult to detect automatically because they often lack explicit test…

Software Engineering · Computer Science 2026-04-16 Yiheng Xiong , Shiwen Song , Bo Ma , Ting Su , Xiaofei Xie

Tool use has turned large language models (LLMs) into powerful agents that can perform complex multi-step tasks by dynamically utilising external software components. However, these tools must be implemented in advance by human developers,…

Computation and Language · Computer Science 2025-06-02 Georg Wölflein , Dyke Ferber , Daniel Truhn , Ognjen Arandjelović , Jakob Nikolas Kather