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A central component of training in Reinforcement Learning (RL) is Experience: the data used for training. The mechanisms used to generate and consume this data have an important effect on the performance of RL algorithms. In this paper, we…

Machine Learning · Computer Science 2021-02-10 Albin Cassirer , Gabriel Barth-Maron , Eugene Brevdo , Sabela Ramos , Toby Boyd , Thibault Sottiaux , Manuel Kroiss

Code repair is a fundamental task in software development, facilitating efficient bug resolution and software maintenance. Although large language models (LLMs) have demonstrated considerable potential in automated code repair, their…

Software Engineering · Computer Science 2026-02-27 Dekun Dai , MingWei Liu , Anji Li , Jialun Cao , Yanlin Wang , Chong Wang , Xin Peng , Zibin Zheng

Bug reports are essential for developers to confirm software problems, investigate their causes, and validate fixes. Unfortunately, reports often miss important information or are written unclearly, which can cause delays, increased issue…

Software Engineering · Computer Science 2025-02-07 Junayed Mahmud , Antu Saha , Oscar Chaparro , Kevin Moran , Andrian Marcus

Despite its widespread use in Android apps, reflection poses graving problems for static security analysis. Currently, string inference is applied to handle reflection, resulting in significantly missed security vulnerabilities. In this…

Cryptography and Security · Computer Science 2016-12-19 Yifei Zhang , Tian Tan , Yue Li , Jingling Xue

Many apps have basic accessibility issues, like missing labels or low contrast. Automated tools can help app developers catch basic issues, but can be laborious or require writing dedicated tests. We propose a system, motivated by a…

Automatic test generation can help verify and develop the behavior of mobile applications. Test reuse based on semantic similarities between applications of the same category has been utilized to reduce the manual effort of Graphical User…

Software Engineering · Computer Science 2023-01-03 Shuqi Liu , Yu Zhou , Tingting Han , Taolue Chen

Mobile agents can autonomously complete user-assigned tasks through GUI interactions. However, existing mainstream evaluation benchmarks, such as AndroidWorld, operate by connecting to a system-level Android emulator and provide evaluation…

Artificial Intelligence · Computer Science 2026-04-14 Yunfei Feng , Xi Zhao , Cheng Zhang , Dahu Feng , Daolin Cheng , Jianqi Yu , Yubin Xia , Erhu Feng

Screen recordings of mobile applications are easy to obtain and capture a wealth of information pertinent to software developers (e.g., bugs or feature requests), making them a popular mechanism for crowdsourced app feedback. Thus, these…

Resource leaks -- a program does not release resources it previously acquired -- are a common kind of bug in Android applications. Even with the help of existing techniques to automatically detect leaks, writing a leak-free program remains…

Software Engineering · Computer Science 2024-10-03 Bhargav Nagaraja Bhatt , Carlo A. Furia

Mobile app reviews are a large-scale data source for software improvements. A key task in this context is effectively extracting requirements from app reviews to analyze the users' needs and support the software's evolution. Recent studies…

Software Engineering · Computer Science 2025-07-22 Aakash Sorathiya , Gouri Ginde

Mobile app usage behavior reveals human patterns and is crucial for stakeholders, but data collection is costly and raises privacy issues. Data synthesis can address this by generating artificial datasets that mirror real-world data. In…

Human-Computer Interaction · Computer Science 2024-12-11 Zihan Huang , Tong Li , Yong Li

Responding to user reviews promptly and satisfactorily improves application ratings, which is key to application popularity and success. The proliferation of such reviews makes it virtually impossible for developers to keep up with…

Software Engineering · Computer Science 2020-11-12 Umar Farooq , A. B. Siddique , Fuad Jamour , Zhijia Zhao , Vagelis Hristidis

Bugs that surface in mobile applications can be difficult to reproduce and fix due to several confounding factors including the highly GUI-driven nature of mobile apps, varying contextual states, differing platform versions and device…

Software Engineering · Computer Science 2018-01-19 Kevin Moran , Richard Bonett , Carlos Bernal-Cardenas , Brendan Otten , Daniel Park , Denys Poshyvanyk

The number of applications in Google Play has increased dramatically in recent years. On Google Play, users can write detailed reviews and rate apps, with these ratings significantly influencing app success and download numbers. Reviews…

Software Engineering · Computer Science 2025-04-15 Mohsen Jafari , Forough Majidi , Abbas Heydarnoori

A major problem with user-written bug reports, indicated by developers and documented by researchers, is the (lack of high) quality of the reported steps to reproduce the bugs. Low-quality steps to reproduce lead to excessive manual effort…

User reviews published in mobile app repositories are essential for understanding user satisfaction and engagement within a specific market segment. Manual analysis of reviews is impractical due to the large data volume, and automated…

Software Engineering · Computer Science 2024-06-10 Quim Motger , Xavier Franch , Vincenzo Gervasi , Jordi Marco

Repackaging is a serious threat to the Android ecosystem as it deprives app developers of their benefits, contributes to spreading malware on users' devices, and increases the workload of market maintainers. In the space of six years, the…

Software Engineering · Computer Science 2018-11-22 Li Li , Tegawendé Bissyandé , Jacques Klein

Mobile apps are essential in daily life but frequently employ deceptive patterns, such as visual emphasis or linguistic nudging, to manipulate user behavior. Existing research largely relies on manual detection, which is time-consuming and…

Software Engineering · Computer Science 2026-04-09 Jieshan Chen , Zhen Wang , Jiamou Sun , Zhenchang Xing , Qinghua Lu , Qing Huang , Xiwei Xu , Liming Zhu

This article aims to provide the information retrieval community with some reflections on recent advances in retrieval learning by analyzing the reproducibility of image-text retrieval models. Due to the increase of multimodal data over the…

Information Retrieval · Computer Science 2022-08-30 Jun Rao , Fei Wang , Liang Ding , Shuhan Qi , Yibing Zhan , Weifeng Liu , Dacheng Tao

The complexity of modern software has led to a drastic increase in the time and cost associated with detecting and rectifying software bugs. In response, researchers have explored various methods to automatically generate fixes for buggy…

Software Engineering · Computer Science 2023-03-31 Md Mahim Anjum Haque , Wasi Uddin Ahmad , Ismini Lourentzou , Chris Brown