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App stores allow users to give valuable feedback on apps, and developers to find this feedback and use it for the software evolution. However, finding user feedback that matches existing bug reports in issue trackers is challenging as users…

Software Engineering · Computer Science 2021-02-16 Marlo Häring , Christoph Stanik , Walid Maalej

Software developers attempt to reproduce software bugs to understand their erroneous behaviours and to fix them. Unfortunately, they often fail to reproduce (or fix) them, which leads to faulty, unreliable software systems. However, to…

Software Engineering · Computer Science 2021-08-12 Mohammad Masudur Rahman , Foutse Khomh , Marco Castelluccio

The rapid pace of large-scale software development places increasing demands on traditional testing methodologies, often leading to bottlenecks in efficiency, accuracy, and coverage. We propose a novel perspective on software testing by…

Software Engineering · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

Mobile apps are indispensable for people's daily life, and automated GUI (Graphical User Interface) testing is widely used for app quality assurance. There is a growing interest in using learning-based techniques for automated GUI testing…

Software Engineering · Computer Science 2023-05-17 Zhe Liu , Chunyang Chen , Junjie Wang , Mengzhuo Chen , Boyu Wu , Xing Che , Dandan Wang , Qing Wang

Background: Performance bugs can lead to severe issues regarding computation efficiency, power consumption, and user experience. Locating these bugs is a difficult task because developers have to judge for every costly operation whether…

Software Engineering · Computer Science 2017-07-03 Sebastian Baltes , Oliver Moseler , Fabian Beck , Stephan Diehl

Repositories of large software systems have become commonplace. This massive expansion has resulted in the emergence of various problems in these software platforms including identification of (i) bug-prone packages, (ii) critical bugs, and…

Information Retrieval · Computer Science 2022-07-05 Rima Hazra , Arpit Dwivedi , Animesh Mukherjee

Bug localization is the task of recommending source code locations (typically files) that contain the cause of a bug and hence need to be changed to fix the bug. Along these lines, information retrieval-based bug localization (IRBL)…

Issue tracking systems are commonly used in modern software development for collecting feedback from users and developers. An ultimate automation target of software maintenance is then the systematization of patch generation for…

Software Engineering · Computer Science 2019-08-20 Anil Koyuncu , Kui Liu , Tegawendé F. Bissyandé , Dongsun Kim , Martin Monperrus , Jacques Klein , Yves Le Traon

In community-based software development, developers frequently rely on live-chatting to discuss emergent bugs/errors they encounter in daily development tasks. However, it remains a challenging task to accurately record such knowledge due…

Software Engineering · Computer Science 2022-04-21 Lin Shi , Fangwen Mu , Yumin Zhang , Ye Yang , Junjie Chen , Xiao Chen , Hanzhi Jiang , Ziyou Jiang , Qing Wang

Bug reports provide critical insights into software quality, yet existing datasets often suffer from limited scope, outdated content, or insufficient metadata for machine learning. To address these limitations, we present GitBugs-a…

Software Engineering · Computer Science 2026-04-30 Avinash Patil , Siru Tao , Aryan Jadon

Automated bug reproduction is a challenging task, with existing tools typically relying on textual steps-to-reproduce, videos, or crash logs in bug reports as input. However, images provided in bug reports have been overlooked. To address…

Software Engineering · Computer Science 2025-02-24 Dingbang Wang , Zhaoxu Zhang , Sidong Feng , William G. J. Halfond , Tingting Yu

Bug reports are vital for software maintenance that allow users to inform developers of the problems encountered while using software. However, it is difficult for non-technical users to write clear descriptions about the bug occurrence.…

Software Engineering · Computer Science 2022-04-20 Sidong Feng , Chunyang Chen

Numerous efforts have been invested in improving the effectiveness of bug localization techniques, whereas little attention is paid to making these tools run more efficiently in continuously evolving software repositories. This paper first…

Software Engineering · Computer Science 2021-08-16 Zhou Yang , Jieke Shi , Shaowei Wang , David Lo

Software auditing is an increasingly critical task in the era of rapid code generation. While LLM-based auditors have demonstrated strong potential, their effectiveness remains limited by misalignment with the highly complex,…

Software Engineering · Computer Science 2026-04-16 Jinyao Guo , Chengpeng Wang , Dominic Deluca , Jinjie Liu , Zhuo Zhang , Xiangyu Zhang

Despite decades of research, software bug localization remains challenging due to heterogeneous content and inherent ambiguities in bug reports. Existing methods, such as Information Retrieval (IR)-based approaches, often attempt to match…

Software Engineering · Computer Science 2026-03-19 Asif Mohammed Samir , Mohammad Masudur Rahman

Concurrency bugs, caused by improper synchronization of shared resources in multi-threaded or distributed systems, are notoriously hard to detect and thus compromise software reliability and security. The existing deep learning methods face…

Software Engineering · Computer Science 2025-08-29 Zuocheng Feng , Kaiwen Zhang , Miaomiao Wang , Yiming Cheng , Yuandao Cai , Xiaofeng Li , Guanjun Liu

Existing automated techniques for software documentation typically attempt to reason between two main sources of information: code and natural language. However, this reasoning process is often complicated by the lexical gap between more…

The task of finding the best developer to fix a bug is called bug triage. Most of the existing approaches consider the bug triage task as a classification problem, however, classification is not appropriate when the sets of classes change…

Software Engineering · Computer Science 2022-01-17 Denis Sushentsev , Aleksandr Khvorov , Roman Vasiliev , Yaroslav Golubev , Timofey Bryksin

Benchmarks of bugs are essential to empirically evaluate automatic program repair tools. In this paper, we present Bears, a project for collecting and storing bugs into an extensible bug benchmark for automatic repair studies in Java. The…

Software Engineering · Computer Science 2019-04-04 Fernanda Madeiral , Simon Urli , Marcelo Maia , Martin Monperrus

Although some previous research has found ways to find inclusivity bugs (biases in software that introduce inequities), little attention has been paid to how to go about fixing such bugs. Without a process to move from finding to fixing,…

Software Engineering · Computer Science 2022-03-01 Mariam Guizani , Igor Steinmacher , Jillian Emard , Abrar Fallatah , Margaret Burnett , Anita Sarma
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