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The abundance of poorly optimized mobile applications coupled with their increasing centrality in our digital lives make a framework for mobile app optimization an imperative. While tuning strategies for desktop and server applications have…

Programming Languages · Computer Science 2016-01-08 Paschalis Mpeis , Pavlos Petoumenos , Hugh Leather

Despite being one of the largest and most popular projects, the official Android framework has only provided test cases for less than 30% of its APIs. Such a poor test case coverage rate has led to many compatibility issues that can cause…

Software Engineering · Computer Science 2022-08-30 Xiaoyu Sun , Xiao Chen , Yanjie Zhao , Pei Liu , John Grundy , Li Li

Mobile app reviews are a large-scale data source for software-related knowledge generation activities, including software maintenance, evolution and feedback analysis. Effective extraction of features (i.e., functionalities or…

Software Engineering · Computer Science 2024-08-05 Quim Motger , Alessio Miaschi , Felice Dell'Orletta , Xavier Franch , Jordi Marco

Understanding how developers interact with AI coding assistants requires more than chat logs or git histories in isolation; it requires reconstructing the full context: which prompt led to which edit, what the developer tried and discarded,…

Software Engineering · Computer Science 2026-05-05 Keyu He , Qianou Ma , Valerie Chen , Wayne Chi , Tongshuang Wu

Energy efficiency is an important criterion to judge the quality of mobile apps, but one third of our randomly sampled apps suffer from energy issues that can quickly drain battery power. To understand these issues, we conducted an…

Software Engineering · Computer Science 2019-04-02 Xueliang Li , Yuming Yang , Yepang liu , John P. Gallagher , Kaishun Wu

A large number of mobile-app analysis and instrumentation techniques have emerged in the past decade. However, those techniques' components are difficult to extract and reuse outside their original tools, their evaluation results are hard…

Software Engineering · Computer Science 2019-03-11 Yixue Zhao

Reproducing system-level concurrency bugs requires both input data and the precise interleaving order of system calls. This process is challenging because such bugs are non-deterministic, and bug reports often lack the detailed information…

Software Engineering · Computer Science 2026-01-15 Tarannum Shaila Zaman , Zhihui Yan , Chen Wang , Chadni Islam , Jiangfan Shi , Tingting Yu

Automated Program Repair (APR) holds the promise of alleviating the burden of debugging and fixing software bugs. Despite this, developers still need to manually inspect each patch to confirm its correctness, which is tedious and…

Software Engineering · Computer Science 2025-03-04 Ruixin Wang , Zhongkai Zhao , Le Fang , Nan Jiang , Yiling Lou , Lin Tan , Tianyi Zhang

The gap between the trepidation of program reliability and the expense of repairs underscores the indispensability of Automated Program Repair (APR). APR is instrumental in transforming vulnerable programs into more robust ones, bolstering…

Software Engineering · Computer Science 2024-08-22 Yuze Zhao , Zhenya Huang , Yixiao Ma , Rui Li , Kai Zhang , Hao Jiang , Qi Liu , Linbo Zhu , Yu Su

One of the most important tasks related to managing bug reports is localizing the fault so that a fix can be applied. As such, prior work has aimed to automate this task of bug localization by formulating it as an information retrieval…

Driven by the popularity of the Android system, Android app markets enjoy a booming prosperity in recent years. One critical problem for modern Android app markets is how to prevent apps that are going to receive low ratings from reaching…

Computers and Society · Computer Science 2017-12-19 Ding Li , Dongjin Song

The fragmentation problem has extended from Android to different platforms, such as iOS, mobile web, and even mini-programs within some applications (app). In such a situation, recording and replaying test scripts is a popular automated…

Software Engineering · Computer Science 2021-02-23 Shengcheng Yu , Chunrong Fang , Yexiao Yun , Yang Feng

The cache plays a key role in determining the performance of applications, no matter for sequential or concurrent programs on homogeneous and heterogeneous architecture. Fixing cache misses requires to understand the origin and the type of…

Performance · Computer Science 2022-03-22 Jin Zhou , Steven , Tang , Hanmei Yang , Tongping Liu

Automatically reproducing Android app crashes from textual bug reports is challenging, particularly when the reports are incomplete and the modern UI exhibits high combinatorial complexity. Existing approaches based solely on reinforcement…

Software Engineering · Computer Science 2026-02-03 Zhengyu Chen , Zhaoyi Meng , Wenxiang Zhao , Wansen Wang , Wenchao Huang , Jie Cui , Hong Zhong , Yan Xiong

Recent advancements in language modeling have enabled the translation of natural language into code, and the use of execution feedback to improve code generation. However, these methods often rely heavily on pre-existing test cases, which…

Software Engineering · Computer Science 2024-12-19 Nan Wang , Yafei Liu , Chen Chen , Haonan Lu

Non-functional properties, such as runtime or memory use, are important to mobile app users and developers, as they affect user experience. Previous work on automated improvement of non-functional properties in mobile apps failed to address…

Software Engineering · Computer Science 2023-08-23 James Callan , Justyna Petke

Static analysis tools, or linters, detect violation of source code conventions to maintain project readability. Those tools automatically fix specific violations while developers edit the source code. However, existing tools are designed…

Software Engineering · Computer Science 2020-05-25 Yuki Ueda , Takashi Ishio , Akinori Ihara , Kenichi Matsumoto

Unique challenges arise when testing mobile applications due to their prevailing event-driven nature and complex contextual features (e.g. sensors, notifications). Current automated input generation approaches for Android apps are typically…

Software Engineering · Computer Science 2018-01-22 Kevin Moran , Mario Linares-Vasquez , Carlos Bernal-Cardenas , Christopher Vendome , Denys Poshyvanyk

Large language models (LLMs) have demonstrated remarkable capability in function-level code generation tasks. Unlike isolated functions, real-world applications demand reasoning over the entire software system: developers must orchestrate…

Software Engineering · Computer Science 2025-10-10 Dezhi Ran , Yuan Cao , Mengzhou Wu , Simin Chen , Yuzhe Guo , Jun Ren , Zihe Song , Hao Yu , Jialei Wei , Linyi Li , Wei Yang , Baishakhi Ray , Tao Xie

Context: Learning-based automatic program repair techniques are showing promise to provide quality fix suggestions for detected bugs in the source code of the software. These tools mostly exploit historical data of buggy and fixed code…

Software Engineering · Computer Science 2020-10-07 Faria Huq , Masum Hasan , Mahim Anzum Haque Pantho , Sazan Mahbub , Anindya Iqbal , Toufique Ahmed
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