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Statistical fault localization is an easily deployed technique for quickly determining candidates for faulty code locations. If a human programmer has to search the fault beyond the top candidate locations, though, more traditional…

软件工程 · 计算机科学 2021-01-11 Ezekiel Soremekun , Lukas Kirschner , Marcel Böhme , Andreas Zeller

Developers often spend much effort and resources to debug a program. To help the developers debug, numerous information retrieval (IR)-based and spectrum-based bug localization techniques have been devised. IR-based techniques process…

信息检索 · 计算机科学 2018-07-27 Thong Hoang , Richard J. Oentaryo , Tien-Duy B. Le , David Lo

Debugging represents a time-consuming and labor-intensive task in hardware design, with bug localization constituting a substantial portion of this process. While spectrum-based bug localization techniques have achieved remarkable success…

硬件体系结构 · 计算机科学 2026-04-20 Jiaping Tang , Jianan Mu , Tianyun Ma , Zhiteng Chao , Jing Ye , Huawei Li

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…

软件工程 · 计算机科学 2021-08-16 Zhou Yang , Jieke Shi , Shaowei Wang , David Lo

Bug reports document unexpected behaviors in software, enabling developers to understand, validate, and fix bugs. Unfortunately, a significant portion of bug reports is of low quality, which poses challenges for developers in terms of…

软件工程 · 计算机科学 2023-12-27 Junayed Mahmud

Maintenance is a dominant component of software cost, and localizing reported defects is a significant component of maintenance. We propose a scalable approach that leverages the natural language present in both defect reports and source…

软件工程 · 计算机科学 2012-11-14 Zachary P. Fry , Westley Weimer

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…

软件工程 · 计算机科学 2025-02-24 Dingbang Wang , Zhaoxu Zhang , Sidong Feng , William G. J. Halfond , Tingting Yu

With the rapid growth of software scale and complexity, a large number of bug reports are submitted to the bug tracking system. In order to speed up defect repair, these reports need to be accurately classified so that they can be sent to…

软件工程 · 计算机科学 2022-08-03 Fanqi Meng , Xuesong Wang , Jingdong Wang , Peifang Wang

One of the key tasks related to ensuring mobile app quality is the reporting, management, and resolution of bug reports. As such, researchers have committed considerable resources toward automating various tasks of the bug management…

软件工程 · 计算机科学 2023-01-04 Jack Johnson , Junayed Mahmud , Tyler Wendland , Kevin Moran , Julia Rubin , Mattia Fazzini

The validation process for microprocessors is a very complex task that consumes substantial engineering time during the design process. Bugs that degrade overall system performance, without affecting its functional correctness, are…

硬件体系结构 · 计算机科学 2023-03-28 Erick Carvajal Barboza , Mahesh Ketkar , Michael Kishinevsky , Paul Gratz , Jiang Hu

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…

As the adoption of Deep Learning (DL) systems continues to rise, an increasing number of approaches are being proposed to test these systems, localise faults within them, and repair those faults. The best attestation of effectiveness for…

软件工程 · 计算机科学 2024-12-24 Gunel Jahangirova , Nargiz Humbatova , Jinhan Kim , Shin Yoo , Paolo Tonella

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…

软件工程 · 计算机科学 2022-01-17 Denis Sushentsev , Aleksandr Khvorov , Roman Vasiliev , Yaroslav Golubev , Timofey Bryksin

Automatically localizing software bugs to the changesets that induced them has the potential to improve software developer efficiency and to positively affect software quality. To facilitate this automation, a bug report has to be…

软件工程 · 计算机科学 2022-04-12 Agnieszka Ciborowska , Kostadin Damevski

Duplicate bug reports make up 42% of all reports in bug tracking systems (e.g., Bugzilla), causing significant maintenance overhead. Hence, detecting and resolving duplicate bug reports is essential for effective issue management.…

软件工程 · 计算机科学 2025-03-25 Usmi Mukherjee , Mohammad Masudur Rahman

About 40% of software bug reports are duplicates of one another, which pose a major overhead during software maintenance. Traditional techniques often focus on detecting duplicate bug reports that are textually similar. However, in bug…

软件工程 · 计算机科学 2022-12-21 Sigma Jahan , Mohammad Masudur Rahman

Large Language Model (LLM) systems have been at the forefront of applied Artificial Intelligence (AI) research in a multitude of domains. One such domain is software development, where researchers have pushed the automation of a number of…

软件工程 · 计算机科学 2025-08-08 Vali Tawosi , Salwa Alamir , Xiaomo Liu , Manuela Veloso

Regression bugs occur whenever software functionality that previously worked as desired stops working, or no longer works as expected. Code changes, such as bug fixes or new feature work, may result in a regression bug. Regression bugs are…

软件工程 · 计算机科学 2015-05-07 Dekel Cohen , Amiram Yehudai

Providing feedback is an integral part of teaching. Most open online courses on programming make use of automated grading systems to support programming assignments and give real-time feedback. These systems usually rely on test results to…

软件工程 · 计算机科学 2019-05-30 Rahul Gupta , Aditya Kanade , Shirish Shevade

Static bug finders have been widely-adopted by developers to find bugs in real world software projects. They leverage predefined heuristic static analysis rules to scan source code or binary code of a software project, and report violations…

软件工程 · 计算机科学 2021-12-24 Junjie Wang , Yuchao Huang , Song Wang , Qing Wang